{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "155632cf-3ce1-4c59-a69a-297102b8d5b1",
   "metadata": {},
   "source": [
    "# 统计图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "a2da1dc2-1761-4e48-9925-27479f19f3f8",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "from matplotlib import pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "c61fec1c-a56a-412f-a714-80df6e638f4a",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "df = pd.read_csv(r\"./out/data.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "3eabbd29-b695-4054-8bac-2fb49c2a1349",
   "metadata": {
    "collapsed": true,
    "jupyter": {
     "outputs_hidden": true
    },
    "tags": []
   },
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Key Developments By Date</th>\n",
       "      <th>Key Developments by Type</th>\n",
       "      <th>Company Name(s)</th>\n",
       "      <th>Key Development Headline</th>\n",
       "      <th>Key Development Situation</th>\n",
       "      <th>Key Development Sources</th>\n",
       "      <th>Geographic Locations</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2022-07-26</td>\n",
       "      <td>Business Expansions</td>\n",
       "      <td>Wallbridge Mining Company Limited (TSX:WM)</td>\n",
       "      <td>Wallbridge Mining Company Limited Reports Sign...</td>\n",
       "      <td>Wallbridge Mining Company Limited reported pos...</td>\n",
       "      <td>GlobeNewswire – Canada</td>\n",
       "      <td>United States and Canada (Primary)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2021-04-12</td>\n",
       "      <td>Business Expansions</td>\n",
       "      <td>International Business Machines Corporation (N...</td>\n",
       "      <td>IBM Announces Kyndryl, New Independent Company</td>\n",
       "      <td>IBM announced that Kyndryl will be the name of...</td>\n",
       "      <td>Canada News Wire</td>\n",
       "      <td>United States and Canada (Primary)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2021-10-18</td>\n",
       "      <td>Business Expansions</td>\n",
       "      <td>Lazydays Holdings, Inc. (NasdaqCM:GORV)</td>\n",
       "      <td>Lazydays RV Announces Plans to Open Omaha Deal...</td>\n",
       "      <td>Lazydays, The RV Authority, announced that it ...</td>\n",
       "      <td>PR Newswire</td>\n",
       "      <td>United States and Canada (Primary)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2023-05-09</td>\n",
       "      <td>Business Expansions</td>\n",
       "      <td>Good Times Restaurants Inc. (NasdaqCM:GTIM)</td>\n",
       "      <td>Good Times Restaurants Inc. Plans to Open New ...</td>\n",
       "      <td>Good Times Restaurants Inc. announced that it ...</td>\n",
       "      <td>Transcript Collection</td>\n",
       "      <td>United States and Canada (Primary)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2021-12-22</td>\n",
       "      <td>Business Expansions</td>\n",
       "      <td>Generation Mining Limited (TSX:GENM)</td>\n",
       "      <td>Generation Mining Limited Agrees to Enter into...</td>\n",
       "      <td>Generation Mining Limited announced that it ha...</td>\n",
       "      <td>GlobeNewswire</td>\n",
       "      <td>United States and Canada (Primary)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2022-12-02</td>\n",
       "      <td>Business Expansions</td>\n",
       "      <td>Natural Grocers by Vitamin Cottage, Inc. (NYSE...</td>\n",
       "      <td>Natural Grocers Hiring Select Positions for Ne...</td>\n",
       "      <td>Natural Grocers is currently seeking additiona...</td>\n",
       "      <td>PR Newswire</td>\n",
       "      <td>United States and Canada (Primary)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2022-12-12</td>\n",
       "      <td>Business Expansions</td>\n",
       "      <td>Southern Empire Resources Corp. (TSXV:SMP)</td>\n",
       "      <td>Southern Empire Resources Corp. Expands Its Mi...</td>\n",
       "      <td>Southern Empire Resources Corp. announces that...</td>\n",
       "      <td>Other</td>\n",
       "      <td>United States and Canada (Primary)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2022-08-15</td>\n",
       "      <td>Business Expansions</td>\n",
       "      <td>Nate's Food Co. (OTCPK:NHMD)</td>\n",
       "      <td>Nate’s Food Co. Expands Bitcoin Mining Operati...</td>\n",
       "      <td>Nate’s Food Co. announced that it has purchase...</td>\n",
       "      <td>GlobeNewswire</td>\n",
       "      <td>United States and Canada (Primary)</td>\n",
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       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2023-06-15</td>\n",
       "      <td>Business Expansions</td>\n",
       "      <td>Rayonier Advanced Materials Inc. (NYSE:RYAM)</td>\n",
       "      <td>Rayonier Advanced Materials Inc. Announces the...</td>\n",
       "      <td>Rayonier Advanced Materials Inc. hosted a cere...</td>\n",
       "      <td>Business Wire</td>\n",
       "      <td>United States and Canada (Primary)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2022-05-10</td>\n",
       "      <td>Business Expansions</td>\n",
       "      <td>Emerald Holding, Inc. (NYSE:EEX)</td>\n",
       "      <td>Emerald Holding, Inc. Announces New Division D...</td>\n",
       "      <td>Emerald Holding, Inc. announced the creation o...</td>\n",
       "      <td>Business Wire</td>\n",
       "      <td>United States and Canada (Primary)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2021-03-24</td>\n",
       "      <td>Business Expansions</td>\n",
       "      <td>Clean Seed Capital Group Ltd. (TSXV:CSX)</td>\n",
       "      <td>Clean Seed Capital Group Ltd. to Break Ground ...</td>\n",
       "      <td>Clean Seed Capital Group Ltd. announces the Co...</td>\n",
       "      <td>SEDAR</td>\n",
       "      <td>United States and Canada (Primary)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2023-12-01</td>\n",
       "      <td>Business Expansions</td>\n",
       "      <td>Kermode Resources Ltd. (TSXV:KLM)</td>\n",
       "      <td>Kermode Resources Ltd. Receives Work Permit fo...</td>\n",
       "      <td>Kermode Resources Ltd. announced the receipt o...</td>\n",
       "      <td>SEDAR</td>\n",
       "      <td>United States and Canada (Primary)</td>\n",
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       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2021-07-29</td>\n",
       "      <td>Business Expansions</td>\n",
       "      <td>Rogers Communications Inc. (TSX:RCI.B)</td>\n",
       "      <td>Rogers Communications Continues Canada’s 5G Ne...</td>\n",
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       "      <td>GlobeNewswire</td>\n",
       "      <td>United States and Canada (Primary)</td>\n",
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       "      <th>13</th>\n",
       "      <td>2022-08-10</td>\n",
       "      <td>Business Expansions</td>\n",
       "      <td>Toll Brothers, Inc. (NYSE:TOL)</td>\n",
       "      <td>Toll Brothers Announces Model Homes Now Open a...</td>\n",
       "      <td>Toll Brothers, Inc. announced the opening of 1...</td>\n",
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       "      <th>14</th>\n",
       "      <td>2021-11-16</td>\n",
       "      <td>Business Expansions</td>\n",
       "      <td>The Wendy's Company (NasdaqGS:WEN)</td>\n",
       "      <td>The Wendy's Company's Opens 1,000th Internatio...</td>\n",
       "      <td>The Wendy's Company announced the opening of i...</td>\n",
       "      <td>PR Newswire</td>\n",
       "      <td>United States and Canada (Primary)</td>\n",
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       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>2021-04-07</td>\n",
       "      <td>Business Expansions</td>\n",
       "      <td>Curaleaf Holdings, Inc. (TSX:CURA)</td>\n",
       "      <td>Curaleaf Holdings, Inc. Establishes Curaleaf I...</td>\n",
       "      <td>Curaleaf Holdings, Inc. has simultaneously est...</td>\n",
       "      <td>Canada News Wire</td>\n",
       "      <td>United States and Canada (Primary)</td>\n",
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       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2022-03-28</td>\n",
       "      <td>Business Expansions</td>\n",
       "      <td>Delta Apparel, Inc. (NYSEAM:DLA)</td>\n",
       "      <td>Delta Apparel, Inc. Launches New ‘On-Demand’ D...</td>\n",
       "      <td>Delta Apparel, Inc. announced the expansion of...</td>\n",
       "      <td>Business Wire</td>\n",
       "      <td>United States and Canada (Primary)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2021-05-21</td>\n",
       "      <td>Business Expansions</td>\n",
       "      <td>KB Home (NYSE:KBH)</td>\n",
       "      <td>KB Home Announces the Grand Opening of Fishers...</td>\n",
       "      <td>KB Home announced the grand opening of Fishers...</td>\n",
       "      <td>Business Wire</td>\n",
       "      <td>United States and Canada (Primary)</td>\n",
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       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2023-05-31</td>\n",
       "      <td>Business Expansions</td>\n",
       "      <td>PureCycle Technologies, Inc. (NasdaqCM:PCT)</td>\n",
       "      <td>PureCycle Technologies, Inc. Finalizes Financi...</td>\n",
       "      <td>PureCycle Technologies, Inc. announced that it...</td>\n",
       "      <td>Other</td>\n",
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       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>2023-07-17</td>\n",
       "      <td>Business Expansions</td>\n",
       "      <td>Verizon Communications Inc. (NYSE:VZ)</td>\n",
       "      <td>Verizon Continues to Upgrade Daytona's Best Ne...</td>\n",
       "      <td>Verizon has recently made major upgrades to th...</td>\n",
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      "text/plain": [
       "   Key Developments By Date Key Developments by Type  \\\n",
       "0                2022-07-26      Business Expansions   \n",
       "1                2021-04-12      Business Expansions   \n",
       "2                2021-10-18      Business Expansions   \n",
       "3                2023-05-09      Business Expansions   \n",
       "4                2021-12-22      Business Expansions   \n",
       "5                2022-12-02      Business Expansions   \n",
       "6                2022-12-12      Business Expansions   \n",
       "7                2022-08-15      Business Expansions   \n",
       "8                2023-06-15      Business Expansions   \n",
       "9                2022-05-10      Business Expansions   \n",
       "10               2021-03-24      Business Expansions   \n",
       "11               2023-12-01      Business Expansions   \n",
       "12               2021-07-29      Business Expansions   \n",
       "13               2022-08-10      Business Expansions   \n",
       "14               2021-11-16      Business Expansions   \n",
       "15               2021-04-07      Business Expansions   \n",
       "16               2022-03-28      Business Expansions   \n",
       "17               2021-05-21      Business Expansions   \n",
       "18               2023-05-31      Business Expansions   \n",
       "19               2023-07-17      Business Expansions   \n",
       "\n",
       "                                      Company Name(s)  \\\n",
       "0          Wallbridge Mining Company Limited (TSX:WM)   \n",
       "1   International Business Machines Corporation (N...   \n",
       "2             Lazydays Holdings, Inc. (NasdaqCM:GORV)   \n",
       "3         Good Times Restaurants Inc. (NasdaqCM:GTIM)   \n",
       "4                Generation Mining Limited (TSX:GENM)   \n",
       "5   Natural Grocers by Vitamin Cottage, Inc. (NYSE...   \n",
       "6          Southern Empire Resources Corp. (TSXV:SMP)   \n",
       "7                        Nate's Food Co. (OTCPK:NHMD)   \n",
       "8        Rayonier Advanced Materials Inc. (NYSE:RYAM)   \n",
       "9                    Emerald Holding, Inc. (NYSE:EEX)   \n",
       "10           Clean Seed Capital Group Ltd. (TSXV:CSX)   \n",
       "11                  Kermode Resources Ltd. (TSXV:KLM)   \n",
       "12             Rogers Communications Inc. (TSX:RCI.B)   \n",
       "13                     Toll Brothers, Inc. (NYSE:TOL)   \n",
       "14                 The Wendy's Company (NasdaqGS:WEN)   \n",
       "15                 Curaleaf Holdings, Inc. (TSX:CURA)   \n",
       "16                   Delta Apparel, Inc. (NYSEAM:DLA)   \n",
       "17                                 KB Home (NYSE:KBH)   \n",
       "18        PureCycle Technologies, Inc. (NasdaqCM:PCT)   \n",
       "19              Verizon Communications Inc. (NYSE:VZ)   \n",
       "\n",
       "                             Key Development Headline  \\\n",
       "0   Wallbridge Mining Company Limited Reports Sign...   \n",
       "1      IBM Announces Kyndryl, New Independent Company   \n",
       "2   Lazydays RV Announces Plans to Open Omaha Deal...   \n",
       "3   Good Times Restaurants Inc. Plans to Open New ...   \n",
       "4   Generation Mining Limited Agrees to Enter into...   \n",
       "5   Natural Grocers Hiring Select Positions for Ne...   \n",
       "6   Southern Empire Resources Corp. Expands Its Mi...   \n",
       "7   Nate’s Food Co. Expands Bitcoin Mining Operati...   \n",
       "8   Rayonier Advanced Materials Inc. Announces the...   \n",
       "9   Emerald Holding, Inc. Announces New Division D...   \n",
       "10  Clean Seed Capital Group Ltd. to Break Ground ...   \n",
       "11  Kermode Resources Ltd. Receives Work Permit fo...   \n",
       "12  Rogers Communications Continues Canada’s 5G Ne...   \n",
       "13  Toll Brothers Announces Model Homes Now Open a...   \n",
       "14  The Wendy's Company's Opens 1,000th Internatio...   \n",
       "15  Curaleaf Holdings, Inc. Establishes Curaleaf I...   \n",
       "16  Delta Apparel, Inc. Launches New ‘On-Demand’ D...   \n",
       "17  KB Home Announces the Grand Opening of Fishers...   \n",
       "18  PureCycle Technologies, Inc. Finalizes Financi...   \n",
       "19  Verizon Continues to Upgrade Daytona's Best Ne...   \n",
       "\n",
       "                            Key Development Situation Key Development Sources  \\\n",
       "0   Wallbridge Mining Company Limited reported pos...  GlobeNewswire – Canada   \n",
       "1   IBM announced that Kyndryl will be the name of...        Canada News Wire   \n",
       "2   Lazydays, The RV Authority, announced that it ...             PR Newswire   \n",
       "3   Good Times Restaurants Inc. announced that it ...   Transcript Collection   \n",
       "4   Generation Mining Limited announced that it ha...           GlobeNewswire   \n",
       "5   Natural Grocers is currently seeking additiona...             PR Newswire   \n",
       "6   Southern Empire Resources Corp. announces that...                   Other   \n",
       "7   Nate’s Food Co. announced that it has purchase...           GlobeNewswire   \n",
       "8   Rayonier Advanced Materials Inc. hosted a cere...           Business Wire   \n",
       "9   Emerald Holding, Inc. announced the creation o...           Business Wire   \n",
       "10  Clean Seed Capital Group Ltd. announces the Co...                   SEDAR   \n",
       "11  Kermode Resources Ltd. announced the receipt o...                   SEDAR   \n",
       "12  Rogers Communications announced that it invest...           GlobeNewswire   \n",
       "13  Toll Brothers, Inc. announced the opening of 1...           GlobeNewswire   \n",
       "14  The Wendy's Company announced the opening of i...             PR Newswire   \n",
       "15  Curaleaf Holdings, Inc. has simultaneously est...        Canada News Wire   \n",
       "16  Delta Apparel, Inc. announced the expansion of...           Business Wire   \n",
       "17  KB Home announced the grand opening of Fishers...           Business Wire   \n",
       "18  PureCycle Technologies, Inc. announced that it...                   Other   \n",
       "19  Verizon has recently made major upgrades to th...           GlobeNewswire   \n",
       "\n",
       "                  Geographic Locations  \n",
       "0   United States and Canada (Primary)  \n",
       "1   United States and Canada (Primary)  \n",
       "2   United States and Canada (Primary)  \n",
       "3   United States and Canada (Primary)  \n",
       "4   United States and Canada (Primary)  \n",
       "5   United States and Canada (Primary)  \n",
       "6   United States and Canada (Primary)  \n",
       "7   United States and Canada (Primary)  \n",
       "8   United States and Canada (Primary)  \n",
       "9   United States and Canada (Primary)  \n",
       "10  United States and Canada (Primary)  \n",
       "11  United States and Canada (Primary)  \n",
       "12  United States and Canada (Primary)  \n",
       "13  United States and Canada (Primary)  \n",
       "14  United States and Canada (Primary)  \n",
       "15  United States and Canada (Primary)  \n",
       "16  United States and Canada (Primary)  \n",
       "17  United States and Canada (Primary)  \n",
       "18  United States and Canada (Primary)  \n",
       "19  United States and Canada (Primary)  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
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    }
   ],
   "source": [
    "df"
   ]
  },
  {
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   "execution_count": 12,
   "id": "7d974da1-e5ae-45e7-b74c-3e64be25a662",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "df = df.convert_dtypes()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "8da6a425-afb0-4b5e-8342-c50613502032",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "df[\"Key Developments By Date\"] = pd.to_datetime(df[\"Key Developments By Date\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "19602242-3d8a-484d-894b-36d1bc109ff8",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Key Developments By Date     datetime64[ns]\n",
       "Key Developments by Type     string[python]\n",
       "Company Name(s)              string[python]\n",
       "Key Development Headline     string[python]\n",
       "Key Development Situation    string[python]\n",
       "Key Development Sources      string[python]\n",
       "Geographic Locations         string[python]\n",
       "dtype: object"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "829e2fc3-196e-4a7e-80f5-24cd9af6d4ca",
   "metadata": {
    "tags": []
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   "outputs": [
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       "      <th>0</th>\n",
       "      <td>2022-07-26</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2021-10-18</td>\n",
       "      <td>Business Expansions</td>\n",
       "      <td>Lazydays Holdings, Inc. (NasdaqCM:GORV)</td>\n",
       "      <td>Lazydays RV Announces Plans to Open Omaha Deal...</td>\n",
       "      <td>Lazydays, The RV Authority, announced that it ...</td>\n",
       "      <td>PR Newswire</td>\n",
       "      <td>United States and Canada (Primary)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2023-05-09</td>\n",
       "      <td>Business Expansions</td>\n",
       "      <td>Good Times Restaurants Inc. (NasdaqCM:GTIM)</td>\n",
       "      <td>Good Times Restaurants Inc. Plans to Open New ...</td>\n",
       "      <td>Good Times Restaurants Inc. announced that it ...</td>\n",
       "      <td>Transcript Collection</td>\n",
       "      <td>United States and Canada (Primary)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2021-12-22</td>\n",
       "      <td>Business Expansions</td>\n",
       "      <td>Generation Mining Limited (TSX:GENM)</td>\n",
       "      <td>Generation Mining Limited Agrees to Enter into...</td>\n",
       "      <td>Generation Mining Limited announced that it ha...</td>\n",
       "      <td>GlobeNewswire</td>\n",
       "      <td>United States and Canada (Primary)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2022-12-02</td>\n",
       "      <td>Business Expansions</td>\n",
       "      <td>Natural Grocers by Vitamin Cottage, Inc. (NYSE...</td>\n",
       "      <td>Natural Grocers Hiring Select Positions for Ne...</td>\n",
       "      <td>Natural Grocers is currently seeking additiona...</td>\n",
       "      <td>PR Newswire</td>\n",
       "      <td>United States and Canada (Primary)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2022-12-12</td>\n",
       "      <td>Business Expansions</td>\n",
       "      <td>Southern Empire Resources Corp. (TSXV:SMP)</td>\n",
       "      <td>Southern Empire Resources Corp. Expands Its Mi...</td>\n",
       "      <td>Southern Empire Resources Corp. announces that...</td>\n",
       "      <td>Other</td>\n",
       "      <td>United States and Canada (Primary)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2022-08-15</td>\n",
       "      <td>Business Expansions</td>\n",
       "      <td>Nate's Food Co. (OTCPK:NHMD)</td>\n",
       "      <td>Nate’s Food Co. Expands Bitcoin Mining Operati...</td>\n",
       "      <td>Nate’s Food Co. announced that it has purchase...</td>\n",
       "      <td>GlobeNewswire</td>\n",
       "      <td>United States and Canada (Primary)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2023-06-15</td>\n",
       "      <td>Business Expansions</td>\n",
       "      <td>Rayonier Advanced Materials Inc. (NYSE:RYAM)</td>\n",
       "      <td>Rayonier Advanced Materials Inc. Announces the...</td>\n",
       "      <td>Rayonier Advanced Materials Inc. hosted a cere...</td>\n",
       "      <td>Business Wire</td>\n",
       "      <td>United States and Canada (Primary)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2022-05-10</td>\n",
       "      <td>Business Expansions</td>\n",
       "      <td>Emerald Holding, Inc. (NYSE:EEX)</td>\n",
       "      <td>Emerald Holding, Inc. Announces New Division D...</td>\n",
       "      <td>Emerald Holding, Inc. announced the creation o...</td>\n",
       "      <td>Business Wire</td>\n",
       "      <td>United States and Canada (Primary)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2021-03-24</td>\n",
       "      <td>Business Expansions</td>\n",
       "      <td>Clean Seed Capital Group Ltd. (TSXV:CSX)</td>\n",
       "      <td>Clean Seed Capital Group Ltd. to Break Ground ...</td>\n",
       "      <td>Clean Seed Capital Group Ltd. announces the Co...</td>\n",
       "      <td>SEDAR</td>\n",
       "      <td>United States and Canada (Primary)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2023-12-01</td>\n",
       "      <td>Business Expansions</td>\n",
       "      <td>Kermode Resources Ltd. (TSXV:KLM)</td>\n",
       "      <td>Kermode Resources Ltd. Receives Work Permit fo...</td>\n",
       "      <td>Kermode Resources Ltd. announced the receipt o...</td>\n",
       "      <td>SEDAR</td>\n",
       "      <td>United States and Canada (Primary)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2021-07-29</td>\n",
       "      <td>Business Expansions</td>\n",
       "      <td>Rogers Communications Inc. (TSX:RCI.B)</td>\n",
       "      <td>Rogers Communications Continues Canada’s 5G Ne...</td>\n",
       "      <td>Rogers Communications announced that it invest...</td>\n",
       "      <td>GlobeNewswire</td>\n",
       "      <td>United States and Canada (Primary)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2022-08-10</td>\n",
       "      <td>Business Expansions</td>\n",
       "      <td>Toll Brothers, Inc. (NYSE:TOL)</td>\n",
       "      <td>Toll Brothers Announces Model Homes Now Open a...</td>\n",
       "      <td>Toll Brothers, Inc. announced the opening of 1...</td>\n",
       "      <td>GlobeNewswire</td>\n",
       "      <td>United States and Canada (Primary)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2021-11-16</td>\n",
       "      <td>Business Expansions</td>\n",
       "      <td>The Wendy's Company (NasdaqGS:WEN)</td>\n",
       "      <td>The Wendy's Company's Opens 1,000th Internatio...</td>\n",
       "      <td>The Wendy's Company announced the opening of i...</td>\n",
       "      <td>PR Newswire</td>\n",
       "      <td>United States and Canada (Primary)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>2021-04-07</td>\n",
       "      <td>Business Expansions</td>\n",
       "      <td>Curaleaf Holdings, Inc. (TSX:CURA)</td>\n",
       "      <td>Curaleaf Holdings, Inc. Establishes Curaleaf I...</td>\n",
       "      <td>Curaleaf Holdings, Inc. has simultaneously est...</td>\n",
       "      <td>Canada News Wire</td>\n",
       "      <td>United States and Canada (Primary)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2022-03-28</td>\n",
       "      <td>Business Expansions</td>\n",
       "      <td>Delta Apparel, Inc. (NYSEAM:DLA)</td>\n",
       "      <td>Delta Apparel, Inc. Launches New ‘On-Demand’ D...</td>\n",
       "      <td>Delta Apparel, Inc. announced the expansion of...</td>\n",
       "      <td>Business Wire</td>\n",
       "      <td>United States and Canada (Primary)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2021-05-21</td>\n",
       "      <td>Business Expansions</td>\n",
       "      <td>KB Home (NYSE:KBH)</td>\n",
       "      <td>KB Home Announces the Grand Opening of Fishers...</td>\n",
       "      <td>KB Home announced the grand opening of Fishers...</td>\n",
       "      <td>Business Wire</td>\n",
       "      <td>United States and Canada (Primary)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2023-05-31</td>\n",
       "      <td>Business Expansions</td>\n",
       "      <td>PureCycle Technologies, Inc. (NasdaqCM:PCT)</td>\n",
       "      <td>PureCycle Technologies, Inc. Finalizes Financi...</td>\n",
       "      <td>PureCycle Technologies, Inc. announced that it...</td>\n",
       "      <td>Other</td>\n",
       "      <td>United States and Canada (Primary)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>2023-07-17</td>\n",
       "      <td>Business Expansions</td>\n",
       "      <td>Verizon Communications Inc. (NYSE:VZ)</td>\n",
       "      <td>Verizon Continues to Upgrade Daytona's Best Ne...</td>\n",
       "      <td>Verizon has recently made major upgrades to th...</td>\n",
       "      <td>GlobeNewswire</td>\n",
       "      <td>United States and Canada (Primary)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Key Developments By Date Key Developments by Type  \\\n",
       "0                2022-07-26      Business Expansions   \n",
       "1                2021-04-12      Business Expansions   \n",
       "2                2021-10-18      Business Expansions   \n",
       "3                2023-05-09      Business Expansions   \n",
       "4                2021-12-22      Business Expansions   \n",
       "5                2022-12-02      Business Expansions   \n",
       "6                2022-12-12      Business Expansions   \n",
       "7                2022-08-15      Business Expansions   \n",
       "8                2023-06-15      Business Expansions   \n",
       "9                2022-05-10      Business Expansions   \n",
       "10               2021-03-24      Business Expansions   \n",
       "11               2023-12-01      Business Expansions   \n",
       "12               2021-07-29      Business Expansions   \n",
       "13               2022-08-10      Business Expansions   \n",
       "14               2021-11-16      Business Expansions   \n",
       "15               2021-04-07      Business Expansions   \n",
       "16               2022-03-28      Business Expansions   \n",
       "17               2021-05-21      Business Expansions   \n",
       "18               2023-05-31      Business Expansions   \n",
       "19               2023-07-17      Business Expansions   \n",
       "\n",
       "                                      Company Name(s)  \\\n",
       "0          Wallbridge Mining Company Limited (TSX:WM)   \n",
       "1   International Business Machines Corporation (N...   \n",
       "2             Lazydays Holdings, Inc. (NasdaqCM:GORV)   \n",
       "3         Good Times Restaurants Inc. (NasdaqCM:GTIM)   \n",
       "4                Generation Mining Limited (TSX:GENM)   \n",
       "5   Natural Grocers by Vitamin Cottage, Inc. (NYSE...   \n",
       "6          Southern Empire Resources Corp. (TSXV:SMP)   \n",
       "7                        Nate's Food Co. (OTCPK:NHMD)   \n",
       "8        Rayonier Advanced Materials Inc. (NYSE:RYAM)   \n",
       "9                    Emerald Holding, Inc. (NYSE:EEX)   \n",
       "10           Clean Seed Capital Group Ltd. (TSXV:CSX)   \n",
       "11                  Kermode Resources Ltd. (TSXV:KLM)   \n",
       "12             Rogers Communications Inc. (TSX:RCI.B)   \n",
       "13                     Toll Brothers, Inc. (NYSE:TOL)   \n",
       "14                 The Wendy's Company (NasdaqGS:WEN)   \n",
       "15                 Curaleaf Holdings, Inc. (TSX:CURA)   \n",
       "16                   Delta Apparel, Inc. (NYSEAM:DLA)   \n",
       "17                                 KB Home (NYSE:KBH)   \n",
       "18        PureCycle Technologies, Inc. (NasdaqCM:PCT)   \n",
       "19              Verizon Communications Inc. (NYSE:VZ)   \n",
       "\n",
       "                             Key Development Headline  \\\n",
       "0   Wallbridge Mining Company Limited Reports Sign...   \n",
       "1      IBM Announces Kyndryl, New Independent Company   \n",
       "2   Lazydays RV Announces Plans to Open Omaha Deal...   \n",
       "3   Good Times Restaurants Inc. Plans to Open New ...   \n",
       "4   Generation Mining Limited Agrees to Enter into...   \n",
       "5   Natural Grocers Hiring Select Positions for Ne...   \n",
       "6   Southern Empire Resources Corp. Expands Its Mi...   \n",
       "7   Nate’s Food Co. Expands Bitcoin Mining Operati...   \n",
       "8   Rayonier Advanced Materials Inc. Announces the...   \n",
       "9   Emerald Holding, Inc. Announces New Division D...   \n",
       "10  Clean Seed Capital Group Ltd. to Break Ground ...   \n",
       "11  Kermode Resources Ltd. Receives Work Permit fo...   \n",
       "12  Rogers Communications Continues Canada’s 5G Ne...   \n",
       "13  Toll Brothers Announces Model Homes Now Open a...   \n",
       "14  The Wendy's Company's Opens 1,000th Internatio...   \n",
       "15  Curaleaf Holdings, Inc. Establishes Curaleaf I...   \n",
       "16  Delta Apparel, Inc. Launches New ‘On-Demand’ D...   \n",
       "17  KB Home Announces the Grand Opening of Fishers...   \n",
       "18  PureCycle Technologies, Inc. Finalizes Financi...   \n",
       "19  Verizon Continues to Upgrade Daytona's Best Ne...   \n",
       "\n",
       "                            Key Development Situation Key Development Sources  \\\n",
       "0   Wallbridge Mining Company Limited reported pos...  GlobeNewswire – Canada   \n",
       "1   IBM announced that Kyndryl will be the name of...        Canada News Wire   \n",
       "2   Lazydays, The RV Authority, announced that it ...             PR Newswire   \n",
       "3   Good Times Restaurants Inc. announced that it ...   Transcript Collection   \n",
       "4   Generation Mining Limited announced that it ha...           GlobeNewswire   \n",
       "5   Natural Grocers is currently seeking additiona...             PR Newswire   \n",
       "6   Southern Empire Resources Corp. announces that...                   Other   \n",
       "7   Nate’s Food Co. announced that it has purchase...           GlobeNewswire   \n",
       "8   Rayonier Advanced Materials Inc. hosted a cere...           Business Wire   \n",
       "9   Emerald Holding, Inc. announced the creation o...           Business Wire   \n",
       "10  Clean Seed Capital Group Ltd. announces the Co...                   SEDAR   \n",
       "11  Kermode Resources Ltd. announced the receipt o...                   SEDAR   \n",
       "12  Rogers Communications announced that it invest...           GlobeNewswire   \n",
       "13  Toll Brothers, Inc. announced the opening of 1...           GlobeNewswire   \n",
       "14  The Wendy's Company announced the opening of i...             PR Newswire   \n",
       "15  Curaleaf Holdings, Inc. has simultaneously est...        Canada News Wire   \n",
       "16  Delta Apparel, Inc. announced the expansion of...           Business Wire   \n",
       "17  KB Home announced the grand opening of Fishers...           Business Wire   \n",
       "18  PureCycle Technologies, Inc. announced that it...                   Other   \n",
       "19  Verizon has recently made major upgrades to th...           GlobeNewswire   \n",
       "\n",
       "                  Geographic Locations  \n",
       "0   United States and Canada (Primary)  \n",
       "1   United States and Canada (Primary)  \n",
       "2   United States and Canada (Primary)  \n",
       "3   United States and Canada (Primary)  \n",
       "4   United States and Canada (Primary)  \n",
       "5   United States and Canada (Primary)  \n",
       "6   United States and Canada (Primary)  \n",
       "7   United States and Canada (Primary)  \n",
       "8   United States and Canada (Primary)  \n",
       "9   United States and Canada (Primary)  \n",
       "10  United States and Canada (Primary)  \n",
       "11  United States and Canada (Primary)  \n",
       "12  United States and Canada (Primary)  \n",
       "13  United States and Canada (Primary)  \n",
       "14  United States and Canada (Primary)  \n",
       "15  United States and Canada (Primary)  \n",
       "16  United States and Canada (Primary)  \n",
       "17  United States and Canada (Primary)  \n",
       "18  United States and Canada (Primary)  \n",
       "19  United States and Canada (Primary)  "
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "224651a5-2a43-402c-b509-eb453354d175",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "data = df.groupby(\"Key Development Sources\")[\"Key Developments By Date\"].count()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e6a631d2-532b-4189-9624-6e32cee87e60",
   "metadata": {},
   "source": [
    "- 'line' : line plot (default)\n",
    "- 'bar' : vertical bar plot\n",
    "- 'barh' : horizontal bar plot\n",
    "- 'hist' : histogram\n",
    "- 'box' : boxplot\n",
    "- 'kde' : Kernel Density Estimation plot\n",
    "- 'density' : same as 'kde'\n",
    "- 'area' : area plot\n",
    "- 'pie' : pie plot\n",
    "- 'scatter' : scatter plot (DataFrame only)\n",
    "- 'hexbin' : hexbin plot (DataFrame only)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "id": "28a363ec-e6fd-4b44-b666-85d3f723cae1",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplots(figsize=(18, 6))\n",
    "data.plot(kind=\"bar\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "id": "5622e908-701b-40ed-b112-aff0871e2a0c",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Key Development Sources\n",
       "GlobeNewswire             5\n",
       "Business Wire             4\n",
       "PR Newswire               3\n",
       "Canada News Wire          2\n",
       "Other                     2\n",
       "SEDAR                     2\n",
       "GlobeNewswire – Canada    1\n",
       "Transcript Collection     1\n",
       "Name: Key Developments By Date, dtype: int64"
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.groupby(\"Key Development Sources\")[\"Key Developments By Date\"].count().sort_values(ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "id": "792bc4ee-b7b9-4a85-b9a7-22732a2c10de",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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E7isqgL/eg2XPQV6G0mmEeCCX03J5atZu1h27WqvnHTlyJCYmJhw4cICnn34af39/AgMDeeKJJ1i/fr12Gam7HT9+nJ49e2JpaYmTkxOvvPIKWVlZZfb78MMPcXV1xc7OjldffbVUoaDRaJg2bRo+Pj5YWlrSqlUrVq1aVeYYb7zxBl9++SUpKSkVXkdBQQHjx4/Hw8MDa2trOnbsSHR0tPY8Li4u/Prrr9r9W7durV2YHGD37t2Ymppqr2HSpEl4eXlhbm5OgwYNGD16NADfffcdgYGB2tetWbMGlUrF999/r90WGRnJe++9pz3OnV11t7swP/nkExo0aEDTpk0BSExMZNCgQTg6OuLk5ET//v2Jj4+v8HqF7pLCSei29Hj4ORL2/KB0EiEeWm5hMaN+OcwXG09TGzPB3Lhxg02bNvH6669jbW1d7j4qlarMtpycHHr37o2joyP79+9n5cqVbNmyhVGjRpXab+vWrcTFxREVFcXSpUtZvXo1H374ofb5999/n3nz5jFz5kxOnjzJmDFjGDJkCDExMaWO8+yzz+Ln58fkyZMrvJYXX3yRnTt3smzZMo4dO8ZTTz1F7969OXv2LCqVih49emgLqfT0dGJjYyksLCQ2NhaA6Oho2rZti42NDatWreKrr75i9uzZnD17ljVr1miLpdDQUE6ePElqasnYtJiYGJydnbWZi4qK2LVrV6llqO52+/uyefNm1q1bR05ODmFhYdjY2LBt2zZ27NiBjY0NvXv3lhapOkgKJ6G7Lm6D2SFw9ZDSSYSoVjOizvHKooM1Pu7p3LlzaDQamjVrVmq7s7MzNjY22NjY8M4775R53ZIlS8jNzWXhwoW0bNmSnj17MmPGDBYtWsS1a9e0+5mZmfHzzz/TokULHn/8cSZPnsy3336LWq0mOzubL7/8kp9//pnIyEh8fHwYNmwYQ4YMYfbs2aXOp1Kp+PTTT/nxxx85f77sDR/nz59n6dKlrFy5ku7du+Pr68u4cePo1q0b8+bNA0oKntuF07Zt22jVqhU9e/bUbouOjtauNZqQkICbmxvh4eF4eXnRoUMHRowYAUDLli1xcnLSFkrR0dGMHTtW+3j//v3k5eXRrVu3Cr/v1tbW/PTTT7Ro0YKWLVuybNkyjIyM+OmnnwgMDMTf35958+aRkJCgzSfqDimchG46vBgWDZSuOaG3NsdeY+APu0i4UfODs+9uVdq3bx9HjhyhRYsW5Ofnl9k/Li6OVq1alWql6tq1K2q1mtOnT2u3tWrVCisrK+3jzp07k5WVxeXLl4mNjSUvL4+IiAhtkWZjY8PChQvLLY4iIyPp1q0bEyZMKPPcoUOH0Gg0NG3atNSxYmJitMe6s6UoJiaG0NBQQkNDiYmJKdNK9NRTT5Gbm4uPjw8jRoxg9erVFBUVab9Xt1uvMjIyOHnyJK+99hrFxcXExcURHR1NcHAwNjY2FX6/AwMDMTMz0z4+ePAg586dw9bWVpu9Xr165OXllfu9ELpNprcVukWjga2TYceXSicRosadvpZJ/+938P3g4BpZLNjPzw+VSsWpU6dKbffx8QHA0tKy3NdpNJpyu/Cg/K698vZRq9UArF+/Hg8Pj1LPm5ubl/u6Tz/9lM6dO/P222+X2q5WqzE2NubgwYMYGxuXeu52AXNnS1FMTAyTJ0/G09OTqVOnsn//fnJzc7WtRJ6enpw+fZrNmzezZcsWRo4cyeeff05MTAympqaEhoby448/sn37dlq1aoWDgwM9evQgJiamVMtVRe7uFlWr1bRt25YlS5aU2dfFxeWexxK6R1qchO4ozINVL0rRJAxKek4hz8/dx8Ld8dV+bCcnJyIiIpgxYwbZ2dmVfl1AQABHjhwp9ZqdO3diZGSkHewMcPToUXJzc7WP9+zZg42NDQ0bNiQgIABzc3MSEhLw8/Mr9eXp6VnueTt06MDAgQN59913S21v06YNxcXFpKSklDmWm5sb8E9L0e+//86JEyfo3r07gYGBFBYWMmvWLIKDg7G1tdUe09LSkn79+vHtt98SHR3N7t27OX78OPBP69WqVau0RVJISAhbtmy57/im8gQHB3P27FlcXV3L5Le3t6/SsYTypHASuiHrOizoAydXK51EiFpXpNYw8feTvPfbcQqL1dV67B9++IGioiLatWvH8uXLiYuL4/Tp0yxevJhTp06VacEBGDx4MBYWFrzwwgucOHGCqKgo3njjDYYOHUr9+vW1+xUUFPDSSy8RGxvLn3/+yQcffMCoUaMwMjLC1taWcePGMWbMGBYsWMD58+c5fPgw33//PQsWLKgw79SpU/n7779LdQk2bdqUwYMH8/zzz/Pbb79x8eJF9u/fz2effcaGDRu0+4WGhvLLL78QFBSEnZ2dtphasmRJqVai+fPnM3fuXE6cOMGFCxdYtGgRlpaWeHt7A/+0Xt35utDQUNasWVOq5aqyBg8ejLOzM/3792f79u1cvHiRmJgY3nzzTa5cuVKlYwnlSeEklJdyCn7qCVf2K51ECEUt3ZfA4Dl7uZFVdtzRg/L19eXw4cOEh4fz3nvv0apVK9q1a8d3333HuHHjmDJlSpnXWFlZsXHjRtLS0mjfvj1PPvkkvXr1YsaMGaX269WrF02aNKFHjx48/fTT9O3bt9SklVOmTGHixIl88skn+Pv7ExkZydq1a2ncuHGFeZs2bcrw4cPJy8srtX3evHk8//zzjB07lmbNmtGvXz/27t1bqvUqLCyM4uLiUkVSSEgIxcXFpVqJHBwcmDNnDl27diUoKIitW7eydu1a7XxMKpVKu3/37t0BCAoKwt7enjZt2mBnZ3ef73rZ7+e2bdvw8vJi4MCB+Pv7M3z4cHJzc6t8LKE8laY27okVoiLno2DFC5Bf+xMDitKK7DzxS/lM6RgC8HCwZN6L7Wla3/b+OwshapW0OAnlHFoES56UokmIuyRm5PLMj3s4eVV+NoTQNVI4CWXsnwt/vCHrzQlRgbTsAp6bs5cjlzOUjiKEuIMUTqL27Z8L68cC0kssxL3czC1k6E97ORCfpnQUIcT/SOEkateBn6VoEqIKMvOLeP7nfew6n6p0FCEEUjiJ2nTgZ1j3H6RoEqJqcgqKGT5/P9vOXFc6ihAGTwonUTukaBLioeQVqnll0QFpeRJCYVI4iZp3YJ4UTUJUg7xCNS8vOCBjnoRQkBROomYdmAfrxiBFkxDVI6egmBfn7Ze77YRQiBROouYcnC9FkxA1IDO/iBd+3ifzPAmhACmcRM04tV6KJiFq0M3cQobO3ceZa5lKRxHCoEjhJKrf1SPw6wjQVO9ipUKI0tKyCxj28z5Sq3FtOyHEvUnhJKrXzURY+gwUZiudRAiDcPVmHq8tOkhBkXxQEaI2SOEkqk9+FvwyCDKTlE4ihEE5cCmd99ccVzqGEAZBCidRPdTFsGo4XJM3byGUsOLAFebtvKh0DCH0nhROonr89R6c3ah0CiEM2kfr49hxVibIFKImSeEkHt7eH2HfbKVTCGHwitUaRi09RHyqjDEUoqYYVOFUVFTEli1bmD17NpmZJbfwXr16laysLIWT1WFnNsFf7yqdQgjxPxk5hYxYeICs/CKlowihlwymcLp06RKBgYH079+f119/nevXSxbLnDZtGuPGjVM4XR11LbZkXJOmWOkkQog7nE3J4s2lh1GrZR41IaqbwRROb775Ju3atSM9PR1LS0vt9n/9619s3bpVwWR1VEEOrBwGBTL5nhC6aOupFD7fdFrpGELoHROlA9SWHTt2sHPnTszMzEpt9/b2JjExUaFUddhf70CqvCkLoctmRp+nuZst/Vt7KB1FCL1hMC1OarWa4uKyXUpXrlzB1tZWgUR12MnVcGih0imEEJXwzq/HOH5F1rQToroYTOEUERHB119/rX2sUqnIysrigw8+4LHHHlMuWF2TkQBr31Q6hRCikvIK1by2+CCZeYVKRxFCL6g0Go1BjB68evUqYWFhGBsbc/bsWdq1a8fZs2dxdnZm27ZtuLq6Kh1R96mLYd6jcHmv0klEDSiy88Qv5TOlY4ga8kx7Tz59IkjpGELUeQZTOAHk5uaybNkyDh48iFqtJjg4mMGDB5caLC7u4e+PYNvnSqcQNUQKJ/23cHgHejR1UTqGEHWawRRO27Zto0uXLpiYlB4PX1RUxK5du+jRo4dCyeqI+B2woC9oZCFRfSWFk/5rYG/BxjE9sLUwVTqKEHWWwYxxCgsLIy0trcz2mzdvEhYWpkCiOiQnDX4dIUWTEHXc1Zt5TF0fp3QMIeo0gymcNBoNKpWqzPYbN25gbW2tQKI65PdRkHlV6RRCiGqwbP9ltp25rnQMIeosvZ/HaeDAgUDJXXTDhg3D3Nxc+1xxcTHHjh2jS5cuSsXTfUeXwen1SqcQQlSjd389Jl12QjwgvS+c7O3tgZIWJ1tb21IDwc3MzOjUqRMjRoxQKp5uy02HTe8rnUIIUc1ud9nJXXZCVJ3eF07z5s0DoFGjRowbN0665api62TIliZ9IfTRsv2XeSzQXe6yE6KKDOauOlFFVw7C3HAZEG5A5K46wyN32QlRdXrf4nSnVatWsWLFChISEigoKCj13KFDhxRKpYPUxbDuLSmahNBz0mUnRNUZzF113377LS+++CKurq4cPnyYDh064OTkxIULF3j00UeVjqdb9s2B5GNKpxBC1AK5y06IqjGYwumHH37gxx9/ZMaMGZiZmTF+/Hg2b97M6NGjuXlTFsDUykyGqKlKpxBC1KL3fjtOflHZRdCFEGUZTOGUkJCgnXbA0tKSzMxMAIYOHcrSpUuVjKZb/noP8m8pnUIIUYsSM3JZtPuS0jGEqBMMpnByc3Pjxo0bAHh7e7Nnzx4ALl68iIyP/5/zf8PJ35ROIYRQwA/R58nMK1Q6hhA6z2AKp549e7J27VoAXnrpJcaMGUNERASDBg3iX//6l8LpdEBRPqwfp3QKIYRC0rILmLPtgtIxhNB5BjMdgVqtRq1Waxf5XbFiBTt27MDPz4/XXnsNMzMzhRMqbM9M+OtdpVMIBcl0BMLKzJht48NwtjG//85CGCiDKZzEPRTmwjetIOua0kmEgqRwEgAvdPbmw/4tlY4hhM4ymHmczp49y++//058fDwqlQofHx8GDBhA48aNlY6mvH1zpGgSQgDwy74EXurmg5eTldJRhNBJBtHi9MknnzBx4kTUajWurq5oNBquX7+OsbExH3/8MePGGfDYnvysktamnFSlkwiFSYuTuK1/6wZ880wbpWMIoZP0fnB4VFQU77//Pv/9739JTU0lKSmJ5ORkrl+/zrvvvsu7777Ltm3blI6pnH2zpWgSQpTyx9GrxF6VaUmEKI/etzgNGjQIBwcHZs+eXe7zr7zyCpmZmYY5l1PeLfgmCHLTlU4idIC0OIk7hTZzYf6LHZSOIYTO0fsWp3379jF06NAKnx86dKh2TieDs2emFE1CiHJFn77Ongs3lI4hhM7R+8Lp2rVrNGrUqMLnGzduTHJycu0F0hW5GbD7e6VTCCF02Gd/nVI6ghA6R+8Lp7y8vHvO0WRqakpBQUEtJtIRu2dAvqzRJ4So2OGEDDaeNMAPlkLcg0FMR/DTTz9hY2NT7nO316wzKDlpsGeW0imEEHXAD1HniGzhpnQMIXSG3hdOXl5ezJkz5777GJS9s6DAAAtGIUSVHb1yk2NXMghq6KB0FCF0gt4XTvHx8UpH0C3FhXBwgdIphBB1yKLdl/j8KQelYwihE/R+jJO4S9xayJIxC0KIylt77Co3cwqVjiGETpDCydDsn6t0AiFEHZNXqGblwctKxxBCJ0jhZEhS4uDSDqVTCCHqoCV7E9Dz+ZKFqBQpnAzJ/p+UTiCEqKMupmaz/awszySEFE6GIj8Lji5XOoUQog5btOeS0hGEUJzBFE6hoaEsXLiQ3NxcpaMo49gymYJACPFQ/j6VwtUMA30PFeJ/DKZwatu2LePHj8fNzY0RI0YY3vp0MihcCPGQitUaftmboHQMIRRlMIXT9OnTSUxMZOHChVy/fp0ePXoQEBDAF198wbVr15SOV7Pid0JKrNIphBB6YNn+yxQWq5WOIYRiDKZwAjA2NqZ///6sWbOGxMREnnvuOSZMmICnpycDBgzg77//VjpizTggrU1CiOqRmpXPnydkLjhhuAyqcLpt3759TJw4kS+++AJXV1fee+89XF1d6du3L+PGjVM6XvXKuwlx65ROIYTQI4t3yyBxYbj0fsmV21JSUli0aBHz5s3j7Nmz9O3bl2XLlhEZGYlKpQLg6aefZsCAAXzxxRcKp61GpzZAcb7SKYQQemRffBoXrmfh41L+4ulC6DODKZwaNmyIr68vw4cPZ9iwYbi4uJTZp0OHDrRv316BdDXo5G9KJxBC6KHNsdd4NUQKJ2F4DKZw2rp1K927d7/nPnZ2dkRFRdVSolqQkwbn9eh6hBA6Y0vcNV4N8VU6hhC1zmDGON1dNBUUFJCVlaVQmlpyah2oZWFOIUT1O5SQQVp2gdIxhKh1BlE4zZs3jzfeeIMlS5YA8N5772Fra4u9vT0RERHcuHFD4YQ1Iyo9jlTb+krHEELooWK1hr9PpSgdQ4hap/eF09SpU3n99deJi4tj9OjR/Pvf/2b+/PlMnjyZTz/9lFOnTvH+++8rHbPa3Sq4xX+u/kUvF0teaN2TxYG9SXZoqHQsIYQe2RKr53PgCVEOvR/jNH/+fObOncuzzz7LgQMH6NixI8uXL+fJJ58EoGXLlrz22msKp6x+265so0hdBMChm+c4BExzNKaldyjhGksiEuPwvBGvaEYhRN22/ex18ouKMTcxVjqKELVG7wunhIQEunXrBkC7du0wMTEhMDBQ+3xQUBBJSUlKxasxfyeUncxTg4bjty5wHPjKDpp7dCdcZUtE0ll8Us7WfkghRJ2WXVDM7vM3CG3mqnQUIWqN3hdOhYWFmJubax+bmZlhamqqfWxiYkJxcbES0WpMQXEBOxN33ne/U5mXOAXMsAafwC6EGzsSkXyR5smyPIsQonK2xF2TwkkYFL0vnABiY2NJTi5ZIkCj0XDq1CntHXWpqalKRqsRR1KOkFOUU6XXXMi6wo9c4UdL8GzRgXAzFyKuXybwyrEaSimE0Adb41L4aIDSKYSoPSqNRqNROkRNMjIyQqVSUd5l3t6uUqn0qtXp20PfMuf4nGo5lpulC+EW7oSnXqXN5SMYaWRxT31VZOeJX8pnSscQddC6N7rR0sNe6RhC1Aq9b3G6ePGi0hFq3d7kvdV2rOTc6yzOvc5iY3BuFkQvKw/C06/TPv4gxhr9KTaFEA9uc+w1KZyEwdD7FidDk1WQRbdl3Siu4aLG0cyeMGsvwm+m0Sn+IKbFMhFeXSctTuJBtWhgx/rR916ZQQh9ofctTobm4LWDNV40AaQX3OS3guP8Btj6+hFi04jwzEy6XdyPeVFejZ9fCKE7Tl69RdLNXNztLZWOIkSNk8JJz+xJ2lPr58wszGJd+gnWAVaNG9HdtjHh2Tn0iD+IVb6eL2sjhABgx9lUnmrnqXQMIWqcFE56pjrHNz2InKIcNqafZCNg7ulOFztfInILCL14ENu8m4pmE0LUnBOJN6VwEgZBCic9kpaXxrn0c0rH0MovzicqPZYowNTDmY52HYnIVxN26TCO2fq5PqAQhup4onwwEobBYAqn3NxcNBoNVlZWAFy6dInVq1cTEBDAI488onC66nH42mE06OZY/0J1ITsyTrEDmFzfjnZ2bQgvMiL80lGcM2W9KyHqutikWxSrNRgbqZSOIkSN0vtFfm/r378/CxcuBCAjI4OOHTsyffp0+vfvz8yZMxVOVz1O3jipdIRKKdYUs/fmGaZmn9IuQrwosDdJjtLML0RdlVeo5mxKptIxhKhxBlM4HTp0iO7dS26XXbVqFfXr1+fSpUssXLiQb7/9VuF01SM2re4tlaLWqDl08xzTsmJ5xEHFs61CmBv0KJedGikdTQhRRcevSHed0H8GUzjl5ORga2sLwKZNmxg4cCBGRkZ06tSJS5cuKZyuesTdiFM6wkM7cesiX2ee5DE7NU8GdWdWq8c479pU6VhCiEo4IeOchAEwmMLJz8+PNWvWcPnyZTZu3Kgd15SSkoKdnZ3C6R5ecnYyaXlpSseoVqczL/H9rRMMsM6jX8vOfNv6cU65BygdSwhRARkgLgyBwRROEydOZNy4cTRq1IiOHTvSuXNnoKT1qU2bNgqne3ixN+peN11VXMxOZM7N4zxlkcVjLTrwZZvHOdYwCA0yEFUIXXF7gLgQ+sygllxJTk4mKSmJVq1aYWRUUjPu27cPe3t7mjVrpnC6hzPj8AxmH5utdIxa988ixEm0uXxYFiF+CLLkiqgOG9/qQTM3W6VjCFFjDKbFafjw4VhbW9OmTRtt0QTQokULPvus7v+y0PcWp4ok515ncfoxhhlfp1ezIKYEP87uxh0oMjKYmTaE0CnHrmQoHUGIGmUwLU7GxsYkJSXh6upaantqaipubm4UFRUplKx6hK0IIzU3VekYOsNBuwhxOp3jD8gixJUgLU6iOrzQ2ZsP+7dUOoYQNUbvP5bfunULjUaDRqMhMzMTCwsL7XPFxcVs2LChTDFV12QVZEnRdJeMgpusLjjOakoWIe5h04iIzEy6xh/AojBX6XhC6C0ZIC70nd4XTg4ODqhUKlQqFU2blr2tXaVS8eGHHyqQrPpczrysdASdllmYxfr0E6wHLBt50d3Wh4jsXHrEH5BFiIWoZjKDuNB3el84RUVFodFo6NmzJ7/++iv16tXTPmdmZoa3tzcNGjRQMOHDS8hMUDpCnZFblMum9JNsomQR4s62vkTkFRAafxC7XPmkLMTDyitUE38jG18XG6WjCFEj9L5wCgkJAeDixYt4enqWGhiuL6TF6cHkF+cTnRFLNGDSwKlkEeICNT3jZRFiIR7GtZt5UjgJvaX3hdNt3t7eZGRksG/fPlJSUlCrS9+2/vzzzyuU7OFJ4fTwitRF7Mw4xU5gSn072t5ehDjhGC63kpWOJ0Sdci0zT+kIQtQYgymc1q5dy+DBg8nOzsbW1haV6p/+d5VKJYWT0CrWFLPv5hn2AZ86W9DKpyfhxWZEXDmJe7p8r4W4n5Rb+UpHEKLGGEzhNHbsWIYPH87HH3+MlZWV0nGqlRRONUetUXP45jkOA587qGjpFUK4xoqIq6fwSr2odDwhdNI1KZyEHjOYwikxMZHRo0frXdGUX5zPtexrSscwGCduXeQE8LUtNHXvRrixPRFJZ/G7dkbpaELojBTpqhN6zGAKp8jISA4cOICPj4/SUapVcnYyGgxiDlOdcyYrgTPAD1bQuGVnwk3qEXHtIv5JhjmLuxC3pWRKi5PQXwZTOD3++OO8/fbbxMbGEhgYiKmpaann+/Xrp1Cyh5Oel650BMH/FiEmkTkW0LBFB8LNXAm/fpmgK8dQSWErDEzKLWlxEvrLYJZcudc0BCqViuLi4lpMU32iEqIYHTVa6RiiAvUtnQk3b0B4WhLBCbq9CLEsuSKqi5WZMbGTeysdQ4gaYTAtTndPP6Av0vOlxUmXXctNZUluKkuMwKlZID2tGhKefp0Olw5hoq7b6yMKUZGcgmIy8wqxtTC9/85C1DEGUzjdKS8vr9SadXWZdNXVHTfy01mZn85KwL5Jc8KsvYmQRYiFnkrJzJfCSegl/ZtGuwLFxcVMmTIFDw8PbGxsuHDhAgATJkxg7ty5Cqd7cBn5GUpHEA/gZsEt1qQf53X1FXr4+vJO8GNsadKdPFNLpaMJUS2uyTgnoacMpnCaOnUq8+fPZ9q0aZiZmWm3BwYG8tNPPymY7OFIi1Pdl1WYzYb0E4wpukSPRl78J/hR/mweSra5rdLRhHhg1+XOOqGnDKZwWrhwIT/++CODBw/G2NhYuz0oKIhTp04pmOzhSIuTfsktymVz+knG518gxNONN9r05g//XtyytFc6mhBVIi1OQl8ZzBinxMRE/Pz8ymxXq9UUFhYqkKh6yOBw/VXeIsThBRp6xh+mXnaq0vGEuCdZdkXoK4MpnFq0aMH27dvx9vYutX3lypW0adNGoVQPL6cwR+kIohbcuQjxR/VtaWvXmvAiY3pdPobrzSSl4wlRRnZB3ZziRYj7MZjC6YMPPmDo0KEkJiaiVqv57bffOH36NAsXLmTdunVKx3tgRXJLu8G5cxHiT+qZ0apRGOEaCyIun6RBeoLS8YQAoFhPp4ARwmDGOPXt25fly5ezYcMGVCoVEydOJC4ujrVr1xIREaF0vAcmhZNh06DhyK3zfJF5kkgHeKZVCD+1eoxLzvq1tJCoe4qKDWJuZWGADKbFCUrWq4uMjFQ6RrUq0kjhJP5x8tZFTgLf2EIT925EGNsTnnSOJtdOKx1NGJgitRROQj8ZVOF0W1ZWVpmZxO3s7BRK83CkxUlU5GxWAmcpWYS4UcvORJjUIzwlnoCrJ5WOJgxAsRROQk8ZTOF08eJFRo0aRXR0NHl5/9wmq9Fo6vRadVI4icqIv70IsTl4tGhPuFl9wlMv0+qyLEIsakaRjHESespgCqfBgwcD8PPPP1O/fn1UKpXCiaqHFE6iqhJzrrEg5xoLTMDVvw3hlg0Iv5FMUMZ1paMJPSItTkJfGUzhdOzYMQ4ePEizZs2UjlKtpHASDyMlL5Vf8lL5VWXM+0aD+KFJIZkmGq5lXdPbhbFF7XC3k/8/Qj8ZTOHUvn17Ll++rH+FkwwOFw8pqKA+/91gydVWLbiWsg9fB3/aF7Tgqks2F0km/trlOtuVLZRT39lR6QhC1AiDKZx++uknXnvtNRITE2nZsiWmpqVX7Q4KClIo2cMxNTKVVifxwF5PCSJ0+Wk0WYkkNnXCyq4ZOw8sx8PDn+5mT9DohjWF5j4kNcgh3iiFiymX6/RM+6L26MtwCCHuZjCF0/Xr1zl//jwvvviidptKparzg8MtTSzJLcpVOoaoYxzVlkzb3wT7vw+hAfJahZJ1s5CCfHeMjI1JTIzj15QviOzwKtZXLfC6aI0Xjelq2ohkjzziTa5zPuUSBQUFSl+K0FFGRgYzTaAwMAZTOA0fPpw2bdqwdOlSvRocbmFsoXQEUcf0zGnEv3/LRXP5kHZbevNwuAYFeSa4eDfn2oWTFBbmsW7nN7QJ7E0zdTCanGKMC1V4xFvigRedTDxJ8cgn3jSV86mXSt2tKoQUTkJfGUzhdOnSJf74449yF/qtyyxMpHASlaPSwAeX2hCw6giau7rbEgtcgZJt5jbNgX/mejp8/C8u1TtOeLMXUCX/0zJrXKTC/ZIF7jSko7EH1xsUcMniBudvXCI7R9ZQNHT68uFUiLsZzEeCnj17cvToUaVjVDspnERleBc5sGhrcwKW7oe7iqaCgM7cSv9n2820BqhUpd8a0tISWbnnU2643QCjsr8QjYpV1L9sToezDRiU0YkBTt1p49kCW2ubmrkgofPMzMyUjiBEjTCYFqe+ffsyZswYjh8/TmBgYJnB4f369VMo2cORrjpxP8/cbM4Ty6+iuXGi3OfTWkTCHVM45Web4uzVhOuXSi/TotGo2bL7J5r6diLYPhzNzfIHiRupVTgnmuGMG8Gq+qS7FXHJJo1zGQnczLxVbdcldJuVlZXSEYSoEQZTOL322msATJ48ucxzdX1wuBDlMdcY81lsEA3WHkCjqXgywqtqd6D0nZmW9v5A+evbnTm/hytWcfQOfhXTxHt3x6g0KuolmVKP+rShPhn1i0iwy+BcZgJpGelVvSRRh0jhJPSVwRRO+jqZn3TVifK0KXDn3Q1mqOL233O/gibBZNwoO51FZoYHqFRQQcGVk3OT33ZMo2vbp/HM8kVTULmfL4drJjhccyYIZ246F3HZ8Sbns69wPS21Uq8XdYcUTkJfGUzhpK9sTGUMiSjtjZRW9Fh2Ck129n33zWj1GJRTs+RmmuPU0Icbl8/f8/U7D67Ao0Fzunk8AalVm0/MPtUE+1QnWuJEVr1iLjvd4nxuIsmp16p0HKGbpHAS+spgBocDbN26lT59+uDr64ufnx99+vRhy5YtSsd6KM6WzkpHEDrCSW3FT3uC6D73YKWKJoAklWeFz1k7tqjUMRKvnuLXw5+T3SAXHvBGKps0Y/zPOtLnSkueMw+lu2dbPFzcH+xgQidI4ST0lcEUTjNmzKB3797Y2try5ptvMnr0aOzs7HjssceYMWOG0vEemIuVi9IRhA4Iz2nMrF9ssIs6dP+d/6ewUQtuXK+4lSj7lkelj1VUVMC6nd9y2vIwKquHa8i2umlMs7MOPHo5gCGmYYQ2bI9X/YZye3sdI4WT0Fcqzb1GjeoRDw8P3nvvPUaNGlVq+/fff8/UqVO5evWqQskezsb4jYyLGad0DKEQlQYmxQfjv+oQFFWtqyx14LscS6u4xQnA0vJX0q9eqtJx6zk2oFfzYRglV+8NF/nWahLdsrlYnMyllCt6O25RX7z33nuYm5srHUOIamcwLU63bt2id+/eZbY/8sgj3LpVd2+RdrGUFidD1ajIgcVbmuG/bF+ViyaAJJNG993H1rly3XV3Sku/yso9n3CjfioYV18rkXm2ET7nbekV34Qh6lDCG3TEt0EjjI2Nq+0conqYmJhI0ST0lsEUTv369WP16tVltv/+++/07dtXgUTVQwonw/TcTX8+n1uM6YGT99+5HEUefly/fv8Wodwsrwc6PhoNW/bM5ZD6b1T2pvffv4rM8lQ0umBD2AVfhhSFEOnemaYevmXmZxPKkG46oc8M5q46f39/pk6dSnR0NJ07dwZgz5497Ny5k7Fjx/Ltt99q9x09erRSMatMxjgZFguNCZ+dDMR93b3nZrqfm+0HQMb998tMt8KhfkMyrl15oPOcvbCPRKtT9G7zKqZXa+Zzmmm+Cs+LVnjSiK6m3iQ3yCPeVBYhVpIUTkKfGcwYp8aNG1dqP5VKxYULF2o4TfXq8ksXMgszlY4haljbAnfGrzNFdfrh/3+efGYm15IrN0bI1TOWhGN/PfQ5uwQ/iVd2k0rP+fSwik00pDTI55JZKudkEeJa5evry9ChQ5WOIUSNMJgWp4sXLyodocY4WzmTeVMKJ332VnIrui6PQ1MNi+cWu3qRcq3yxUtezgN2191l16FVxLs3pUfDp9Gklr9cS3UyLlLhnlCyCHEHIw+ue8gixLXF0dFR6QhC1BiDGeN0J41G81DdHOWZP38+Dg4O1XrMympg00CR84qa56S2Yu6eQLrMO1gtRRPArY7/qmhC8PL3v2GDnYtbtZz7atIZVh6aRlaDnAee8+lBGKn/WYT4mfRO9K/3v0WIbWxrL4QBqVevntIRFDdp0iRat26tdIx7GjZsGAMGDNA+Dg0N5a233qrRc0ZHR6NSqcjIyKjR89SkKhVOw4YNQ6VSoVKpMDU1xcfHh3HjxpH9v8n24uPjtc+rVCrs7e3p1KkTa9euve+xVSoVFhYWXLpU+tbnAQMGMGzYsKrErNDChQsJDAzE0tISS0tLgoKCWLRoUbUce9CgQZw5c6ZajlVV3rbeipxX1KzIHB9mLbHBNupwtR432aZZlV/j4BZYbecvLi5g/c7vOGV5CJV17Td6qzQqXK6a0fasG0/faM9Axx609QzE3s6+1rPoKycnpwd63Z2/P8r7qq7fBbVh3LhxbN26tUqvqUrhcu7cOV588UUaNmyIubk5jRs35tlnn+XAgQMPkLZmlHc9Xbp0ISkpCXv7uvvzVuV3rd69ezNv3jwKCwvZvn07L7/8MtnZ2cycOVO7z5YtW2jRogUZGRn88MMPPPHEExw6dIiWLVve89gqlYqJEyeyYMGCql/JfXz55ZdMmDCBUaNG0bVrVzQaDTt37uS1114jNTWVMWPGPNTxbxdjFSksLKyxO3687aRw0icqDUyOb0OzVYfRPMA0A/eirufGtQdY0SQ/v/r/jx09uZlLDieI8B+GUSXHW1W3fxYhdqUNrv9bhDidc5mXZRHih/CghVNSUpL278uXL2fixImcPv3PYtN3v8fW5Pvqg9JoNBQXF2NjY4ONTc0siXXgwAF69epFy5YtmT17Ns2bNyczM5Pff/+dsWPHEhMTUyPnrQ5mZma4uVVPC7ZSqtxVZ25ujpubG56enjz33HMMHjyYNWvWlNrHyckJNzc3mjdvztSpUyksLCQqKuq+x37jjTdYvHgxx48fr3AfjUbDtGnT8PHxwdLSklatWrFq1Srt823btmX69OnaxwMGDMDExIRvvvmGmTNnMmbMGPr370/z5s2ZNm0aTzzxBOPHj8fCwoL69evz5JNPArB27VocHBy0k+wdOXIElUrF22+/rT32q6++yrPPPguU7aq73Uz7888/4+Pjg7m5ORqNhps3b/LKK6/g6uqKnZ0dPXv25OjRo/f93txLI7tGD/V6oTt8ihxZvLkpzZbtf6C5me7nVqeBqNVV76a+ed0Om3rVv7xPRkYSK/d8Smr969U659ODcrhmQtBZFwYmB/O0TQidPFvjWgPXrc9UKtUDj3Fyc3PTftnb26NSqbSP8/LycHBwYMWKFYSGhmJhYcHixYu5ceMGzz77LA0bNsTKyorAwECWLl1a6rihoaGMHj2a8ePHU69ePdzc3Jg0aVKpfSZNmoSXlxfm5uY0aNCg1N3V+fn5jB8/Hk9PT8zNzWnSpAlz584F/ul62rhxI+3atcPc3Jzt27eX6aq73S324Ycfat//X331Ve2dn8OGDSMmJoZvvvlG28IWHx9f5nuk0WgYNmwYTZo0Yfv27Tz++OP4+vrSunVrPvjgA37//XftvsePH6dnz55YWlri5OTEK6+8QlZWVqX/PQoKChg/fjweHh5YW1vTsWNHoqOjS+2zc+dOQkJCsLKywtHRkcjISNLT0yu8nvK66n799VdatGiBubk5jRo1KvU7HKBRo0Z8/PHHDB8+HFtbW7y8vPjxxx8rfR3V7aHHOFlaWlJYWP5Az8LCQubMmQNQqU8FXbp0oU+fPrz33nsV7vP+++8zb948Zs6cycmTJxkzZgxDhgzRVtihoaHaf1iNRsP27dtxdHTk6tWrdOnShaioKNzc3GjWrBkHDhzgl19+AeD06dP89ddf9OjRA4AePXqQmZnJ4cMl3SQxMTE4OzuXquSjo6MJCQmpMOu5c+dYsWIFv/76K0eOHAHg8ccfJzk5mQ0bNnDw4EGCg4Pp1asXaWlp9/3+VKSxfeXuGBS6bXCGP5/9VIjpwdgaO0eKQ9UntLzNsUFQNSa5g0bD1j0/c7B4KyoH3Wk9sEs1oeVZJ/pdbcUzVqF09QzGzbm+0rF0nqOjY41OSvrOO+8wevRo4uLiiIyMJC8vj7Zt27Ju3TpOnDjBK6+8wtChQ9m7d2+p1y1YsABra2v27t3LtGnTmDx5Mps3bwZg1apVfPXVV8yePZuzZ8+yZs0aAgP/6Z5+/vnnWbZsGd9++y1xcXHMmjWrTGvS+PHj+eSTT4iLiyMoqPyfla1btxIXF0dUVBRLly5l9erVfPjhhwB88803dO7cmREjRpCUlERSUhKenmVn9j9y5AgnT55k7NixGBmV/RV++wN8Tk4OvXv3xtHRkf3797Ny5Uq2bNlSZvWMe3nxxRfZuXMny5Yt49ixYzz11FP07t2bs2fParP06tWLFi1asHv3bnbs2EHfvn0pLi6u9PUcPHiQp59+mmeeeYbjx48zadIkJkyYwPz580vtN336dNq1a8fhw4cZOXIk//73vzl16lSlr6U6PdQAg3379vHLL7/Qq1evUtu7dOmCkZERubm5qNVqGjVqxNNPP12pY37yyScEBQWxfft2unfvXuq57OxsvvzyS/7++2/tXEw+Pj7s2LGD2bNnExISQmhoKHPnzkWtVnP8+HGMjY0ZMmQICxcuZMWKFVy6dElb7CQkJGBiYoKPjw/e3t54e3vTpk0bAOzt7WndujXR0dG0bduW6OhoxowZw4cffkhmZibZ2dmcOXOG0NDQCq+loKCARYsW4eJSMtfS33//zfHjx0lJSdHOqvvFF1+wZs0aVq1axSuvvFKp79Hd3G3csTa1Jruwcgu7Ct1ioTFh2olA3NY/3NxM96O2rUdSigp4sHMUFTaq1jx3O3dxP1csT/No8CuYXdWt2cBt0ozxT3PEH0dy7P254pLF+YKrJKbUzaWaatLt97ua8tZbbzFw4MBS28aN+2fZqTfeeIO//vqLlStX0rFjR+32oKAgPvjgAwCaNGnCjBkz2Lp1KxERESQkJODm5kZ4eDimpqZ4eXnRoUMHAM6cOcOKFSvYvHkz4eHhQMnvnbtNnjyZiIiIe2Y3MzPj559/xsrKihYtWjB58mTefvttpkyZgr29PWZmZlhZWd2zK+t20dK8efN7nmvJkiXk5uaycOFCrK2tgZI1W/v27ctnn31G/fr3/hBw/vx5li5dypUrV2jQoOQGpHHjxvHXX38xb948Pv74Y6ZNm0a7du344YcftK9r0eKfD2eVuZ4vv/ySXr16MWHCBACaNm1KbGwsn3/+eakxbY899hgjR44ESornr776iujo6Pt+H2pClVuc1q1bh42NDRYWFnTu3JkePXrw3Xffldpn+fLlHD58mD/++AM/Pz9++umnSt9lERAQwPPPP88777xT5rnY2Fjy8vKIiIjQ9h/b2NiwcOFCzp8/D5RuKYqJiSEkJISwsDAcHR2ZOHEiixcvJjs7m48++ogffviB/Px8EhMTGTp0KEuWLCHnjjuXbrde3W656t+/Py1btmTHjh1ERUVRv379e/6jeXt7l3oTOXjwIFlZWTg5OZXKf/HiRW3+B+Vr7/tQrxfKaJffgIW/ueO2bj9VutXtAWR2eYLiogc/R1qKPVb2NXubeV7uLVbv/IIEx3OozHTzpl+rm8Y0PWfPown+DJZFiMtwdXWt0eO3a9eu1OPi4mKmTp1KUFCQ9r1106ZNJCQklNrv7lYgd3d3UlJSAHjqqafIzc3Fx8eHESNGsHr1aor+11V+5MgRjI2N79m7UF6u8rRq1arU5KCdO3cmKyuLy5cv3/e1t93+cHW//29xcXG0atVKWzQBdO3aFbVaXWrcWEUOHTqERqOhadOmpX5fxcTEaH9f3W5xehhxcXF07dq11LauXbty9uxZiov/Wd3gzn+/2124t//9aluVW5zCwsKYOXMmpqamNGjQoNwuOE9PT5o0aUKTJk2wsbHhiSeeIDY2ttI/UB9++CFNmzYtM3bq9nij9evX4+FReuX22y04d7YU7dq1i549e9K9e3cSEhJYuXIlAwcO5Pz58yQmJhIQEMC+ffu4efMmmzZtYuLEiUyaNIn9+/fj4OCgbb06evQoRkZGBAQEEBISQkxMDOnp6ff9QbrzP+zt/O7u7mX6iIGHnsrA18GXY6nHHuoYonaNSWpFl+WxaHJza+V8152C4CEaSFSocGoYRM7Nmh94uvvQr8S7NaGH19NwvfrHelUXy0wj/DLt8MOOfKumXG2QzQV1MpeuXTbYRYhrunC6+311+vTpfPXVV3z99dcEBgZibW3NW2+9VWbW+Lt/V6lUKu2/kaenJ6dPn2bz5s1s2bKFkSNH8vnnnxMTE3PPm37ulasqqlJ0N23aFCgpOO413YFGo6nwuJU5n1qtxtjYmIMHD5bper3dTVnZ7829lJezvJb3e/371bYqf6SztrbGz88Pb2/vSo1bCgkJoWXLlkydOrXS5/D09GTUqFH83//9X6mKMyAgAHNzcxISEvDz8yv1dWffaWhoKFFRUWzbto3Q0FAcHBwICAhgzZo1uLq6Ehsby6FDh1i8eDHt27cnPDycadOmcezYMeLj4/n777+Bf1qvvv76a0JCQlCpVISEhBAdHX3f8U3lCQ4OJjk5GRMTkzL5nZ0fbgCqn4PfQ71e1B5ntTU/7wqk8/yDtVY0qa3tuJr68Lf+F6nLdlHUlKTks6w6+DlZDbJrdc6nB2Weo6LxeRt6XfRjiDqUiAYd8WvQ2OAWIa7pwulut3sDhgwZQqtWrfDx8dF2Z1WFpaUl/fr149tvvyU6Oprdu3dz/PhxAgMDUavV1XKn2tGjR8m942d+z5492NjY0LBhQ6Cka+vO33nlad26NQEBAUyfPr3cwuH2oOuAgACOHDminS4ISgZyGxkZaYuve2nTpg3FxcWkpKSU+X11u+stKCjonlMuVOZ6AgIC2LFjR6ltu3btomnTpjr7s1MrbeFjx45l9uzZJCYmVvo17733HlevXmXLli3abba2towbN44xY8awYMECzp8/z+HDh/n+++9LTWEQGhrKX3+VLBHRsGFDbt26RZcuXViyZAldunTh1q1b3Lp1ixUrVjBt2jR27NjBpUuXWLhwIWq1mmbNSua5ud16tXjxYu1Yph49enDo0KH7jm8qT3h4OJ07d2bAgAFs3LiR+Ph4du3axfvvv//Qc2+0dL73VA9CN/TO9mXmIktsYqp3bqb7ye78L4qqYamT9GsOWNjYVUOiyimZ82kGcRYHFJnz6UGZ5anwvmBD6AUfg1qE2MjI6KE/BFaVn58fmzdvZteuXcTFxfHqq6+SnJxcpWPMnz+fuXPncuLECS5cuMCiRYuwtLTE29ubRo0a8cILLzB8+HDWrFnDxYsXiY6OZsWKFVXOWlBQwEsvvURsbCx//vknH3zwAaNGjdIO8m7UqBF79+4lPj6e1NTUcgsjlUrFvHnzOHPmDD169GDDhg1cuHCBY8eOMXXqVPr37w/A4MGDsbCw4IUXXuDEiRNERUXxxhtvMHTo0PuOb4KSlq3Bgwfz/PPP89tvv3Hx4kX279/PZ599xoYNG4CS39P79+9n5MiRHDt2jFOnTjFz5kxSU1MrfT1jx45l69atTJkyhTNnzrBgwQJmzJhRatyarqmVwqlPnz40atSoSq1O9erV45133imzvtSUKVOYOHEin3zyCf7+/kRGRrJ27dpSa9HdvjMuNTWVevXq4ejoyMyZMykuLub333/H0dERR0dHnnnmGd555x26d++Ov78/s2bNYunSpaUGt4WFhVFcXKwtkhwdHQkICMDFxQV/f/8qfR9UKhUbNmygR48eDB8+nKZNm/LMM88QHx9fqf/I9xLgFICJUd35xWJojFHx0flghv9wHs3Vqr2pV4frrsHVcyCNCmevGrq77h6OxW7lz8s/oXbXzXFP93J7EeIe5xsxJK87j9bvgn/DJtrhBfqkfv36td5KMGHCBIKDg4mMjCQ0NBQ3N7dSs2FXhoODA3PmzKFr167aVpS1a9dq56OaOXMmTz75JCNHjqR58+aMGDGiVEtOZfXq1YsmTZrQo0cPnn76afr27VtqWoRx48ZhbGys/R1z9zit2zp06MCBAwfw9fVlxIgR+Pv7069fP06ePMnXX38NlCy0vHHjRtLS0mjfvj1PPvkkvXr1YsaMGZXOO2/ePJ5//nnGjh1Ls2bN6NevH3v37tX28DRt2pRNmzZx9OhROnToQOfOnfn9998xMTGp9PUEBwezYsUKli1bRsuWLZk4cSKTJ0/W6clO9XqR36o0rVa1200XPbPuGU7eOKl0DHEX36J6TNnqjMmhmptm4F405pbsCP2SwvzqGQ/g5J5KYuzCajlWlalU9Or4As6pblBct9+6ik00XG9QQLzZdc6nJpCbVzvdtjWpU6dO9O7dW+kYOmnYsGFkZGSUGbsr6h69bqLQh2KoKoJcgqRw0jFDMwLotywBTboyRRNAducB1VY0AaRdq4e5lTX5OQpMf6HRsHXPfHwat6WDw6NoMmp+seCaYlykwi3BHLf/LUKc+r9FiM/V4UWIvb1lFQOh/+peu/dD2L59O0OGDKFLly7a8VaLFi0qMzCtrgpyqf0uFFE+K7Up3x1rQ9+Zx9CkZyiaJbVBh2o9nkZthLN39a1d9yAuXDzImrivyfe498DTusJIrcL1sjnt/7cI8YA6ugixl5eX0hGEqHEGUzj9+uuvREZGYmlpyaFDh8jPzwcgMzOTjz/+WOF01aOVcyulIwigfX4D5v/mRv31+5WOgtrMnMT0h79l+G4qY+Xv4szLy2LNji+45HAWlbn+vJWpNCqc71qEuJ1XIA46vgixs7PzQ92Sr+/mz58v3XR6Qn/ebe7jo48+YtasWcyZM6fUnS1dunTh0KFDCiarPp52ntSzqNxEo6JmjE1qzfiZ1+HsRaWjAJDboQ/5udXfKpN2zRlTC4tqP+6D2HP4N6IzVoKL/o08uL0IceszrjyZ0o4n7XrQwSsIJwfd+zmXbjphKAymcDp9+rT2brs72dnZlVpssK4LcpbuOiW4Ftswb2cgHecfqLW5mSrjhlfnGjmuusgIF4W76+6UnHyOVQc/I7NBVp2Y8+lBOaSYEnTGhX8lt+Fpm1A6e7bBRUcWIZbCSRgKgymc3N3dOXfuXJntO3bsKHfdobqqbf22SkcwOI9l+/L9Ygust9Xu3Ez3ozEyJvFmzY2RMTJtUmPHfhDFxUVs2Pk9seb7UdnoX+vT3exSjWlxth7971iE2F3BRYhlfJMwFAZTOL366qu8+eab7N27F5VKxdWrV1myZAnjxo3TLhyoD7p6dL3/TqJaGKPi4/PBDFNobqb7yW3/GLnZNbdcSXqKCyZmZjV2/Ad1PO5v/kyom3M+PSibNGP8zzry+JWWPGceRo+G7fBwda+189vb2z/0slFC1BV6PY/T3f773//y1VdfaSfVNDc3Z9y4cUyZMkXhZNUrfGU413KuKR1DrzUpdOLDrfUwORyndJQKXX52GmeTanawrqNLNElndHeMYM+OL+Byw73Oz/n0oHJt1STWz+JCYRKXUxLLXQOsOgQFBTFw4MAaObYQusagCieAnJwcYmNjUavVBAQEaBcr1Ccf7PqA387+pnQMvfVCegv6LItHk3FT6SgV0qhU7O0zi5zMml0g18UzkcvHltfoOR6WT6O2dKj3KJr0ujvnU3XIt9Jw1T2bC8VJXEq5Uq0LpPbp04d27dpV2/GE0GX6PxDgfxYsWMCTTz6JtbW13v+Ad23QVQqnGmClNmXa8Ra4bjiArn/ayA+OqPGiCSAjxQ1jExOKi2r+XA/qQvxBriafpne7VzFPNJi3vDJuL0LcmCYUWPiR1CCHi1wjPuUyRQ/573fnkldC6DuDaXFycXEhJyeHvn37MmTIEHr37q1dT0ffZBZk0mNZD4o0uvvLrK7pmO/B2D9UcC5e6SiVkvjMx5xOrp15f+zrbeHa+WO1cq6H1bHNv2ic648mXz8mzqwOheYakhvkEm+UwoWUBAoLq9Yy5+zszKhRo2oonRC6x2BGTyYlJbF8+XKMjY155plncHd3Z+TIkezatUvpaNXO1sxWZhGvRm9fbc24mdfqTNEEkJhbe7eom1s3q7VzPay9h1cTlbYcXPXzQ9ODuL0Icfc7FiEOqMIixM2bN6/hhELoFoNpcbpTTk4Oq1ev5pdffmHLli00bNiQ8+fPKx2rWv147Ee+O/yd0jHqNFe1NZ/taoz19iNKR6mS/KAQdtZ7utbOZ2ZRRFbK96iL604rjrGxCY90fAW7ZFt0vt9VIcXGGq57FBBvfp3z1ytehPjll1+mYcOGtZxOCOUYTIvTnaysrIiMjOTRRx+lSZMmxMfHKx2p2vVoWHayT1F5j2f58f1CizpXNAGk+YfX6vkK8kxw9q47rU5QMufTn7t+4KT5XoOY8+lBGBeXLELc6WxDnr3VmX7O3WjlGYC11T93atrY2ODh4aFgSiFqn0G9Y9xuaVqyZAlbtmzB09OTZ599lpUrVyodrdo1r9ccbztvLt26pHSUOsUYFR+da4PvbwfR1KEWlDtdLawP1O4dZBY2/kBsrZ6zOpyIi+ayXSwRLV/COKn67jLTN0ZqFa5XzHHFnXYqN264F3LJOg2bho6oVHo8VbsQ5TCYwunZZ59l7dq1WFlZ8dRTTxEdHU2XLl2UjlWjHm38KLOOzlI6Rp3RpMiJyZscMT66T+koD6zAvxM302r/tvtbae6oVEZoNHWv+Lh5K4VVuz4htMPz1E9vAEXSd3cvtxchdsYN5x4tlY4jRK0zmK46lUrF8uXLuXr1Kt9//73eF01QUjiJynkxrQUfz8nD+OgppaM8lPSWkYqcNy/bDGcv3VqCpaqi9y1kX8FfqBxN77+zwMjGFHNfB6VjCFHrDKbF6ZdfftH+PS8vDwsdWdm9JvnY+9DMsRmn008rHUVn2WjM+OxoAC5/6v7cTJVxVd0AUGYaCkt7f6Bu/1+7eOkIV6+dpXe717Aw4DmfKsOypTMqI+mmE4bHYFqc1Go1U6ZMwcPDAxsbGy5cuADAhAkTmDt3rsLpao60OlWsc15Dfl7pgsufB5SOUi0K/dqQfkO5ubsyMzxAD8a75Odl8/uO6Vy0P4XKwljpODrLKqj2prwQQpcYTOH00UcfMX/+fKZNm4bZHQuTBgYG8tNPPymYrGY92vhRVNT9X2bVbXxia/4zMxnO68/g+fTWjyt6/txMc5wa+iiaoTrtO/I7f99YKnM+lcPI1gyzRrUzwaoQusZgCqeFCxfy448/MnjwYIyN//kUGRQUxKlTdXtcy700sGlAK5dWSsfQGW7FNszf3oJ2Cw+g+d9iz/oiSeWpdASsHQOUjlCtUlIusurAZ9xyv4V8/viHVSsX6aYTBstgCqfExET8/PzKbFer1VVeYqCuecznMaUj6IR+WU34bqEZVjuOKh2l2hV5B3DjuvJL7GTdUr54q24lcz7N5ITpHpnzCUAF1h3dlE4hhGIMpnBq0aIF27dvL7N95cqVtGnTRoFEtedxn8exNLFUOoZiTDRGfHo2mCE/nEGTnKJ0nBqREdxX6QgA5Ny0wLGBt9IxasTJ0zGsv/Qjxe6G3dJi7uuAqYuV0jGEUIzBfHz64IMPGDp0KImJiajVan777TdOnz7NwoULWbdundLxapSdmR29G/Vm9bnVSkepdc0Lnflgs32dnpupMpLMGgO6MWGnrXNL0q/qz9ixO2Xeus6qXZ8S2nEo9dM8DHLOJ5tO7kpHEEJRBtPi1LdvX5YvX86GDRtQqVRMnDiRuLg41q5dS0REhNLxatwzzZ9ROkKteymtJVPm5GB8tG7fIn8/RR5+XE/RjaIJICdL/7rr7ha9dxF78v9EVc+w5nwytjfDIsBJ6RhCKMogF/k1VM+tf47jqceVjlHjbDRmfH4kAKe/9GOagfu50X8sR2/q1t1s5mbLuXktUekYNc7cwpre7V7FItEwCii7CG/senkpHUMIRRlMV51Go+HgwYPEx8ejUqnw8fGhdevWBrXO0qBmg/S+cOqa58mbv6vhgmEUTQDXLJvATd1pcQKwd21pEIVTyZxPX9K+VV98CwLR5OnWv0O1MlZh3UEGhQthEF11UVFR+Pr60rFjR55++mmeeuop2rVrR5MmTdi2bZvS8WpN78a9cTB3UDpGjXn3ShvempkEF/RzfE15il0ack2Huuluy8vVzwHiFdl/dC1bU3/R6zmfLFs4YWxrdv8dhdBzel84nTt3jj59+tCoUSN+++034uLiiI2NZeXKlTRs2JDHHntMO4u4vjM3Nudffv9SOka1cy+2ZcG2FgQv2q93czPdz62OA9HFdXVv3bDBzrm+0jFq1fXr8azc/yk33W/q5TurDAoXooTej3EaNWoUcXFxbN26tcxzGo2G8PBwAgIC+O677xRIV/suZ16mz+o+qHXxt+0D6J/VhCErbqC5pp/TDNzPqWd/4GqSbv4IuzY8TsLxzUrHUERAsx4EmXdHk6n83FrVwaS+FW5j2iodQwidoIefi0qLjo7mrbfeKvc5lUrFW2+9RVRUVO2GUpCnrScR3nX/LkITjRHTzgQz+IczBls0Fderjy5PS5Wfb1jddXeKPb2N9RdnU9xAP8ZQSmuTEP/Q+8IpISGBwMDACp9v2bIlly4ZzpgYgFeCXqnT69cFFLqwaH1jGv26D4p1b3xPbcnsNBB1sW62NgFkXLfF2tFwF4LNzExl1c5PSXZJBJO6+/NmZGWCVbBhdbsKcS96XzhlZWVhZVXxLLdWVlbk5OTUYiLlNXVsSohniNIxHsiIG4F8+GM2xsf1e26mykhxaKl0hHtSoaKeR8UfWgxFzL7F7MnbUGfnfLLp5oGRufH9dxTCQOjvLSB3iI2NJTk5udznUlNTazmNbng16FWiL0crHaPSbNXmTDvSHKeNB9HdNpbao7atR1KKCnT8u1FU1BgwnK7wily6fIyka+d4tMOrWCTWnTvTVJYm2HRpoHQMIXSK3g8ONzIyQqVSUd5l3t6uUqkoNsAun1c3v8quq7uUjnFf3fI8eXNNMZqLCUpH0Rm3HnmZAwV1YY1FDUbF88i5laF0EJ3RLqgPfoVBdWLOJ7twL+zCDXesmhDl0fsWp4sXLyodQWe9GqT7hdN7l1sTvPI4mvx8paPolBTnVnBV6RSVocLJM4ick4YzX9r9HDi2jkvOJ+jpOxhSdPeuO5WFCTbdPJSOIYTO0fvCydtbPi1VJLh+MO3qt+PANd2bZdu92JbPtntisfuAjndG1T61tR1XU02AujGlRLHGB5DC6U7XU+NZmfYpEZ1exuGag07+U9p2a4CRhd7/ihCiyvR+cLi4t9davaZ0hDL+ldmUbxeYYLH7mNJRdFJ2pwEUFejgb9oKpCc7YmFjp3QMnaNWF7Nx12yOGe9EZatbBYqRtQk23WuntUmlUrFmzZpK7z9s2DAGDBhQY3nqikmTJtG6dWulY+i86OhoVCoVGRkZ1XZMKZwMXEf3jnTz6KZ0DKBkbqbPTwfz7A+n0Fy7rnQcnXW9ft2aiFCjUeHsFaR0DJ0Vd2YH6y/MoliHxmDbhnpiZP5wxVxycjJvvvkmfn5+WFhYUL9+fbp168asWbMUv5P59pqlrq6uZGZmlnqudevWTJo0SZlgVTBu3LhyJ3ZWwuHDh3nqqaeoX78+FhYWNG3alBEjRnDmzBmlo9UIKZwE49qNw1il7O3GLQpcWbyuEd6/7QN13WlNqW0aMwuuppkrHaPKNPgoHUGnZWbdYNXOz0hyvgymyr4tG9ubYdPp4aq4Cxcu0KZNGzZt2sTHH3/M4cOH2bJlC2PGjGHt2rVs2bKlmtI+nMzMTL744gulYzwQGxsbnJycKny+oKCgVnKsW7eOTp06kZ+fz5IlS4iLi2PRokXY29szYcKEWslQ26RwEvg6+DKwyUDFzv9qaiCTfszE6IR+fjqpTtmdB1BQB+7GultaSj3MLCueT02U2Lb/F3bnrFV0zifbXl6oHrJ4GzlyJCYmJhw4cICnn34af39/AgMDeeKJJ1i/fj19+/at8LXHjx+nZ8+eWFpa4uTkxCuvvEJWVlaZ/T788ENcXV2xs7Pj1VdfLVUoaDQapk2bho+PD5aWlrRq1YpVq1aVOcYbb7zBl19+SUpKxVPwFxQUMH78eDw8PLC2tqZjx45ER0drz+Pi4sKvv/6q3b9169a4urpqH+/evRtTU1PtNUyaNAkvLy/Mzc1p0KABo0ePBuC7774rNVnzmjVrUKlUfP/999ptkZGRvPfee9rj3NlVd7sL85NPPqFBgwY0bdoUgMTERAYNGoSjoyNOTk7079+f+Pj4Cq+3KnJycnjxxRd57LHH+OOPPwgPD6dx48Z07NiRL774gtmzZwNQXFzMSy+9ROPGjbG0tKRZs2Z88803pY51O/8XX3yBu7s7Tk5OvP766xQWFmr3Wbx4Me3atcPW1hY3Nzeee+65Mv92GzZsoGnTplhaWhIWFlbmWm/cuMGzzz5Lw4YNsbKyIjAwkKVLl1bpug2mcJo0aZLBzRBeFa+3fh1rU+taPae9xoLZB1vRa85hNHc1l4vypXp0VDrCA9EUG+HSSLrrKiPhygl+OzadXI/av5PUxMUS67ZuD3WMGzdusGnTJl5//XWsrct/T1Gpyp9JPScnh969e+Po6Mj+/ftZuXIlW7ZsYdSoUaX227p1K3FxcURFRbF06VJWr17Nhx9+qH3+/fffZ968ecycOZOTJ08yZswYhgwZQkxMTKnjPPvss/j5+TF58uQKr+fFF19k586dLFu2jGPHjvHUU0/Ru3dvzp49i0qlokePHtpCKj09ndjYWAoLC4mNjQVKxti0bdsWGxsbVq1axVdffcXs2bM5e/Ysa9as0RZLoaGhnDx5Uju3YExMDM7OztrMRUVF7Nq1i5CQiicvvv192bx5M+vWrSMnJ4ewsDBsbGzYtm0bO3bswMbGht69e1dLi9TGjRtJTU1l/Pjx5T7v4OAAgFqtpmHDhqxYsYLY2FgmTpzI//3f/7FixYpS+0dFRXH+/HmioqJYsGAB8+fPZ/78+drnCwoKmDJlCkePHmXNmjVcvHiRYcOGaZ+/fPkyAwcO5LHHHuPIkSO8/PLLvPvuu6XOkZeXR9u2bVm3bh0nTpzglVdeYejQoezdu7fS120whdPatWvx9fWlV69e/PLLL+Tl5SkdSac4WTrxcuDLtXa+7nle/LTMEcdNB2vtnHWd2sSMxAxLpWM8MJWRn9IR6oyCwlz+2PE152xPoLKsvW50hwF+qIwfbnmYc+fOodFoaNasWantzs7O2NjYYGNjwzvvvFPua5csWUJubi4LFy6kZcuW9OzZkxkzZrBo0SKuXbum3c/MzIyff/6ZFi1a8PjjjzN58mS+/fZb1Go12dnZfPnll/z8889ERkbi4+PDsGHDGDJkiLYF5DaVSsWnn37Kjz/+yPnz58vkOX/+PEuXLmXlypV0794dX19fxo0bR7du3Zg3bx5QUvDcLpy2bdtGq1at6Nmzp3ZbdHQ0oaGhQMkSYG5uboSHh+Pl5UWHDh0YMWIEULL8l5OTk7ZQio6OZuzYsdrH+/fvJy8vj27dKh6Tam1tzU8//USLFi1o2bIly5Ytw8jIiJ9++onAwED8/f2ZN28eCQkJ2nwP4+zZswA0b978nvuZmpry4Ycf0r59exo3bszgwYMZNmxYmcLJ0dGRGTNm0Lx5c/r06cPjjz9eahzX8OHDefTRR/Hx8aFTp058++23/Pnnn9rWvJkzZ+Lj48NXX31Fs2bNtOe5k4eHB+PGjaN169b4+PjwxhtvEBkZycqVKyt93QZTOB08eJBDhw4RFBTEmDFjcHd359///jf79+9XOprOGBowFHfrml/M87+X2zD6+yto4i/X+Ln0SV7HPuTn1L1uutvSUpwxtbBQOkadcvDYerakLEZTv+aLJ6vWLlj4OlTb8e5uVdq3bx9HjhyhRYsW5FcwL1tcXBytWrUq1VLVtWtX1Go1p0//s8xSq1atSi2l1blzZ7Kysrh8+TKxsbHk5eURERGhLdRsbGxYuHBhucVRZGQk3bp1K3c8zqFDh9BoNDRt2rTUsWJiYrTHurOlKCYmhtDQUEJDQ4mJiSnTSvTUU0+Rm5uLj48PI0aMYPXq1RQVFWm/X7dbrzIyMjh58iSvvfYaxcXFxMXFER0dTXBwMDY2NhV+zwMDAzEz+2dm+oMHD3Lu3DlsbW212evVq0deXl653wuAFi1alLpWGxsbHn300XL3rcr82bNmzaJdu3a4uLhgY2PDnDlzSEgoPalxixYtMDb+5/+6u7t7qa64w4cP079/f7y9vbG1tS1VkELJ/59OnTqV+r/XuXPnUucoLi5m6tSpBAUF4eTkhI2NDZs2bSqT5V506x7YGhYUFMRXX33F559/ztq1a5k3bx5du3alWbNmvPzyywwbNgx7e3ulYyrG3Nic0cGjeW/7ezVyfI9iOz7d5oH5nv0yN9MDSPXqAklKp3hw6iIjXLwDuXpaPqxURWpqAitvfMojnV/G4Zpjjcz5pLIwwf7x6hnA7+fnh0ql4tSpU6W2+/iUHN/SsuJW09srOZSbsYLtd++j/t/NJevXr8fDo/SUCubm5d9Y8emnn9K5c2fefvvtUtvVajXGxsYcPHiw1C90QFvA3NlSFBMTw+TJk/H09GTq1Kns37+f3NxcbSuRp6cnp0+fZvPmzWzZsoWRI0fy+eefExMTg6mpKaGhofz4449s376dVq1a4eDgQI8ePYiJiSnVclWRu7tG1Wo1bdu2ZcmSJWX2dXFxKfcYGzZsKDWuCCr+N7s9jurUqVNlCpQ7rVixgjFjxjB9+nQ6d+6Mra0tn3/+eZnuMVPT0mP77vz3zM7O5pFHHuGRRx5h8eLFuLi4kJCQQGRkpLbbsTKF3PTp0/nqq6/4+uuvCQwMxNramrfeeqtKXZcG0+J0J7VaTUFBAfn5+Wg0GurVq8fMmTPx9PRk+fLlSsdT1OONHyfYNbjaj/tEZjO+nmeE+Z7j1X5sQ6AxMiYx01bpGA/N2KyJ0hHqJI1GzcZdP3LUaAcqu+r/vGsf6Y2xbfWsoefk5ERERAQzZswgOzu7Sq8NCAjgyJEjpV63c+dOjIyMtL+kAY4ePUpubq728Z49e7CxsaFhw4YEBARgbm5OQkICfn5+pb48PT3LPW+HDh0YOHBgmfEwbdq0obi4mJSUlDLHcnMrGQt2u6Xo999/58SJE3Tv3p3AwEAKCwuZNWsWwcHB2Nr+87NraWlJv379+Pbbb4mOjmb37t0cP17yvni79WrVqlXaIikkJIQtW7bcd3xTeYKDgzl79iyurq5l8lfUSODt7V1m37sL0NseeeQRnJ2dmTZtWrnP3547afv27XTp0oWRI0fSpk0b/Pz8KmzxqsipU6dITU3l008/pXv37jRv3rzMwPCAgAD27NlTatvdj7dv307//v0ZMmQIrVq1wsfHR9vlWFkGVTgdPHiQUaNG4e7uzpgxY2jTpg1xcXHExMRw6tQpPvjgA+0dDoZKpVLxQZcPMDOqnjdRM40x008FM+iHODTXDXNB5eqQ1643uVm6uzxHZaVfc8HYtO4scqtrTp3dybrzP1BUjXM+mTa0wbpj9XbR//DDDxQVFdGuXTuWL19OXFwcp0+fZvHixZw6dapM681tgwcPxsLCghdeeIETJ04QFRXFG2+8wdChQ6lfv752v4KCAl566SViY2P5888/+eCDDxg1ahRGRkbY2toybtw4xowZw4IFCzh//jyHDx/m+++/Z8GCBRVmnjp1Kn///XepLsGmTZsyePBgnn/+eX777TcuXrzI/v37+eyzz9iwYYN2v9DQUH755ReCgoKws7PTFlNLliwp1Uo0f/585s6dy4kTJ7hw4QKLFi3C0tJSu8LF7darO18XGhrKmjVrSrVcVdbgwYNxdnamf//+bN++nYsXLxITE8Obb77JlStXqnSs8tweU7V+/Xr69evHli1biI+P58CBA4wfP57XXiuZYNnPz48DBw6wceNGzpw5w4QJE6o8TMbLywszMzO+++47Lly4wB9//MGUKVNK7fPaa69x/vx5/vOf/3D69Gl++eWXUoPLb2fZvHkzu3btIi4ujldffZXk5OQqZTGYwikoKIhOnTpx8eJF5s6dy+XLl/n000/x8/tnwOrzzz/P9esy8aKPvQ8vBz38QPGWhfVZuNYLz9UyN9PDuuHbQ+kI1aKo0BjXRi2UjlGnZWWl8+vOz7jqlPDwcz6pwHGAHyqjhxsQfjdfX18OHz5MeHg47733Hq1ataJdu3Z89913jBs3rswvvNusrKzYuHEjaWlptG/fnieffJJevXoxY8aMUvv16tWLJk2a0KNHD55++mn69u1batLKKVOmMHHiRD755BP8/f2JjIxk7dq1NG7cuMLMTZs2Zfjw4WVuHJo3bx7PP/88Y8eOpVmzZvTr14+9e/eWar0KCwujuLi4VJEUEhJCcXFxqVYiBwcH5syZQ9euXQkKCmLr1q2sXbtWOx+TSqXS7t+9e3eg5HeXvb09bdq0wc6uajPwW1lZsW3bNry8vBg4cCD+/v4MHz6c3NzcKh+rIv3792fXrl2Ympry3HPP0bx5c5599llu3rzJRx99BJQUNAMHDmTQoEF07NiRGzduMHLkyCqdx8XFhfnz57Ny5UoCAgL49NNPy8zB5eXlxa+//sratWtp1aoVs2bN4uOPPy61z4QJEwgODiYyMpLQ0FDc3NyqPBO9SlOV0V112JQpUxg+fHiFTY6itEJ1IU+vfZpzGece6PX/vh5Ez+Vn0GSWnX9FVI1GpWJf31lk36r7LU4ALg0TuXzcsLvEq4unRwu6uv8LzY3C++9cDuvO7jj2l7sdhagKgymcbisoKODixYv4+vpiYmJQY+Or7Oj1ozz/5/OoNZVvLbJXW/D5oWY4bJZpBqpLXnAEu+wGKB2j2piaF5OT+j3FRfpRCCrN1NSC3h1ew+pq1WaUN7I1xW1sO1nIV4gqMpiuutzcXF566SWsrKxo0aKF9tbD0aNH8+mnnyqcTje1cmnFoGaDKr1/aK43Py13kKKpmqU1DVM6QrUqzDfGpVGA0jH0RmFhHmt3fs1Z2+NVmvPJ4XEfKZqEeAAGUzi9++67HD16lOjoaCzumEsmPDzc4O+ku5e3gt/Czfr+MwlPSAjm9R8uo4l/+AGHorTEPGelI1Q7M6tm999JVMmhYxvYfG1RpeZ8Mm/qiFVr1/vuJ4Qoy2AKpzVr1jBjxgy6detWaj6QgICAKt8WaUisTK2Y2Glihc83LLJn0d/+BC7Zh6aWFpU0JPlBPcjMeLDxK7osI9UNlZHBvP3Umhs3LrNy76eku6VBBQO+jaxNqPdU03KfE0Lcn8G8c12/fr3Uwou3ZWdnV2piNUPWvWH3crvsnrzVjK/ngflemZuppqT5RygdoUYU5Jri4n3vZRrEg9Fo1GzaPYfDqphy53xyHNi02uZsEsIQGUzh1L59e9avX699fLtYmjNnzj1nPBUlxrUbh6+9L1AyN9OXccE8PTMOdeoNhZPpt6uF9e+/Ux1lYSuFU006c243a8+VnvPJuoMbli2clAslhB4wmJGBn3zyCb179yY2NpaioiK++eYbTp48ye7du8usmC3KsjCx4LMen/HxmrcYv84Eo9h9SkfSewX+HbmZpn/ddLfdSmuASmWEpgp3bYqqyc4umfOpW7tn8Db1x75P9SyrIoQhM5gWpy5durBz505ycnLw9fVl06ZN1K9fn927d9OkiSwDURnN6jXjS7PnMIp9sLmdRNWkt+ytdIQalZdthrOXzCFUG3YfWYWqvwNGZjW/WLAQ+k7vC6c7ZxYNDAxkwYIFnDhxgtjYWBYvXoy3tzePPPKIggnrFqchQ7EJ76V0DINwVVON62roKEt7mZagNvQY8hL1G/sqHUMIvaD3hdOECROYN29euc9lZWURGRnJrVu3ajlV3dZg6lRMG+j/L3UlFfq2Jj1V/yeIzMyQ/0c1rUmHLgQ/2lfpGELoDb0vnBYtWsTIkSNZs2ZNqe1ZWVk88sgjpKWlERUVpUy4OsrY3h6Pr74EU1Olo+itjNaPKx2hVuRmWuDUUMbd1BR71/o88pphL1wuRHXT+8LpySef5LvvvuO5557TFkhZWVn07t2b1NRUoqOjS626LSrHslUrXMf+R+kYeivJ2EvpCLXGup4s+lsTjE1M6PPmO1hY2ygdRQi9YhB31b388sukpaUxYMAAfv/9dyZMmEBycjIxMTG4u7srHa/Ocho2jPzTZ7i5erXSUfRKkVdzUlP0v5vutqxbnvffSVTZI6+Oxs1PJroUoroZROEEMH78eNLT0+nVqxeNGjUiJiYGDw8PpWPVee6TP6Tw6lVy9u5VOoreyGjbD9KVTlF7cm5a4NjAm/Srl5SOojc6PfEsAT16Kh1DCL2k94XTwIEDSz02NTXF2dmZ0aNL9/v/9ttvtRlLb6hMTWn47TfEP/MsBRcvKh1HLySb+QDFSseoVbbOLaRwqibNu4bQ9enBSscQQm/pfeFkb29f6vGzzz6rUBL9ZWxvj+fsWcQPeobidANqKqkBRQ18SEkxrKIJICdLuuuqQ4NmAUT++y2lYwih11QajUajdAihH3IOHSJh2Iuy2O9DSOv/H47cNMz5dszNlnPzWqLSMeosh/ruPPvRF1jZ2d9/ZyHEA9P7u+pE7bEKDsZ96lSlY9RpyZaGO4u9ff2WSkeosyysbfjXux9I0SRELZDCSVQr+759cB41SukYdVKxswfXUgx33ba8XG+lI9RJRsYm9P3P/1GvQUOlowhhEKRwEtXOZdTr2PWVmYqr6langRjyere3Um2wdZY51aoqYsTreLUMUjqGEAZDCidRI9ynfoRVhw5Kx6hTrtn6Kx1BcQ7ugUpHqFM6DRxEy7AIpWMIYVCkcBI1wsjMDM9ZM7Fq107pKHVCsaMrySlKp1BeQX4jpSPUGe37PUHXQUOVjiGEwZHCSdQYIysrPH+cLcVTJWR1Goi6WG5wzbhui7Wjs9IxdF77fk/QY/CLSscQwiBJ4SRqlBRPlXPNUbqoAFSoqOch34t7kaJJCGVJ4SRqnBRP96a2cSDpuvwo3lZU1FjpCDpLiiYhlCfv1qJWSPFUsawuT1BcaMC3090l/Zo9lnYOSsfQOVI0CaEbpHAStUaKp/KlOLdWOoKOUeHsKbfX30mKJiF0hxROolZJ8VSa2tKGq6l6v2RklRVrfJSOoDOkaBJCt0jhJGqdtniSeZ7I7vIvigqkm+5u6cmOWNjYKh1Dce37PylFkxA6RgonoQgjKys8f5qDXZ8+SkdR1PX60vJWHo1GhbOX4XbXqYyMCBv2Kj2eG6Z0FCHEXaRwEooxMjPD44vPcX79daWjKEJjZsHVNHOlY+gsjcpX6QiKMLWwZMD4CQQ/KssWCaGLpHASinN5YxQNpn2GytRU6Si1KrtzfwryipWOobPSrtXDzNJK6Ri1ysbJmWc+/AyfNu2VjiKEqIAUTkIn2Pfrh9e8nzF2cFA6Sq1J9eiodASdpik2wsXbcCbDdG3sy+CPpuPaSAbGC6HLpHASOsOqXTsaLV+GWaNGSkepcWoTMxIzDKs15UGojJsoHaFW+LbrxDOTPsOmnpPSUYQQ9yGFk9ApZt7eNFq2FKv2+t1VkdfxcfJzpJvuftJTnDA1t1A6Ro1q+/gA+o/9P0wt9Ps6hdAXUjgJnWPs4IDX3J+w799f6Sg1JtW7i9IR6oTiImNcGrVUOkaNMDI2JvzlkYQ+/zIqI3krFqKukJ9WoZNUZmY0+OxTXN8eByb6NUGkxsiYxFt2SseoM4zN9K+7ztLOnn+9O4lWEY8pHUUIUUVSOAmd5vTSS3gvXIiJu7vSUapNXrve5GYVKR2jzki/5oqxqZnSMapNw4CWPP/ZtzQKaqN0FCHEA5DCSeg8q+A2+Kz+DZvQUKWjVIsbvj2UjlCnFBUa49qohdIxHppKZUSnJ57hqQlTZRC4EHWYFE6iTjB2cKDhzB9wHT8e6vB8TxqVisRsB6Vj1DkmFk2VjvBQrOwdeOK/k+n69BCMjIyVjiOEeAhSOIk6Q6VS4TT8RRotXYpZ48ZKx3kg+W16kX1Luumq6mZqfYyM6+ZYN5+2HXjhi+/xDmytdBQhRDWQwknUOZYtW9D4t19xePYZpaNUWVrTMKUj1EkFeSa4NPJXOkaVmJibE/7y6/xr/ESs7OyVjiOEqCZSOIk6ycjSEvcPPqDhzB8wdqo740US81yUjlBnmVs3UzpCpdX38WPop9/QKuJRpaMIIaqZFE6iTrMNC8Pnj9+x799P6Sj3lRfUncyMQqVj1FkZqe46P9+RiZk53Z55nmenfEG9Bg2VjiOEqAEqjUajUTqEENUhe+8+kidPpuD8eaWjlCt50GRir9Wd1jFdZOfwFykXY5WOUS6f4Pb0fPE17F3rKx1FCFGDdPvjmw5SqVSsWbNG6Rg6q1GjRnz99deKnNu6Ywd81qzGZcwYVDq4fEVioZvSEeo8C9vmSkcow9bJhX7j/su/3vlAiiYhDIDOFU7Jycm88cYb+Pj4YG5ujqenJ3379mXr1q1KR6s2KpUKCwsLLl26VGr7gAEDGDZsmDKh7pCVlYWpqSnLly8vtX3QoEGoVCrO39Wi4+vry//93/8BsH//fl555ZVay3o3lakpzq++gs+6dTo171NB8/bcTJNuuod1K60BqFRKxwBKlkxp13cgL345kybtO1fbcVNSUnj11Vfx8vLC3NwcNzc3IiMj2b17N1Dy4USlUpX5+vTTTwGIj48vtd3W1pYWLVrw+uuvc/bs2XLPuWvXLoyNjendu3eZ5+4+nr29PZ06dWLt2rXVds1C1CU6VTjFx8fTtm1b/v77b6ZNm8bx48f566+/CAsL4/XXX1c6XrVSqVRMnDhR6RjlsrGxoV27dkRFRZXaHhMTg6enZ6ntV65c4cKFC4SFldwt5uLigpWVVYXHLiysneLBrKEHnrNm0nDGdzox63h6oAwSrg552Wa4eCm/BItH8wCGfvoNIUOGV/vivE888QRHjx5lwYIFnDlzhj/++IPQ0FDS0tK0+0yePJmkpKRSX2+88Uap42zZsoWkpCSOHj3Kxx9/TFxcHK1atSr3Q+jPP//MG2+8wY4dO0hISCg31+3j7d27lw4dOvDEE09w4sSJar12IeoCnSqcRo4ciUqlYt++fTz55JM0bdqUFi1a8J///Ic9e/Zo9/vyyy8JDAzE2toaT09PRo4cSVZWlvb5+fPn4+DgwMaNG/H398fGxobevXuTlJSk3Wf//v1ERETg7OyMvb09ISEhHDp0qFSes2fP0qNHDywsLAgICGDz5s1lMr/zzjs0bdoUKysrfHx8mDBhQqWKgzfeeIPFixdz/PjxCvfRaDRMmzYNHx8fLC0tadWqFatWrdI+37ZtW6ZPn659PGDAAExMTLh16xZQ0nqnUqk4ffo0AD/88ANNmjTBwsKC+vXr8+STT1Z47rCwMKKjo7WP4+LiyM3NZeTIkaW2R0VFYWpqSteuXYGyXXUqlYpZs2bRv39/rK2t+eijjwBYu3Ytbdu2xcLCAh8fHz788EOKiqp/fiPb8HB816+j3kvDFV3zLknjodi59Y2lvXLTElja2hH577cYNOkznL0aVfvxMzIy2LFjB5999hlhYWF4e3vToUMH3nvvPR5//HHtfra2tri5uZX6sra2LnUsJycn3Nzc8PHxoX///mzZsoWOHTvy0ksvUVxcrN0vOzubFStW8O9//5s+ffowf/78crPdPl7z5s2ZOnUqhYWFZT5cCWEIdKZwSktL46+//uL1118v8wYA4ODgoP27kZER3377LSdOnGDBggX8/fffjB8/vtT+OTk5fPHFFyxatIht27aRkJDAuHHjtM9nZmbywgsvsH37dvbs2UOTJk147LHHyMzMBECtVjNw4ECMjY3Zs2cPs2bN4p133imTy9bWlvnz5xMbG8s333zDnDlz+Oqrr+57vV26dKFPnz689957Fe7z/vvvM2/ePGbOnMnJkycZM2YMQ4YMISYmBoDQ0FBtEaPRaNi+fTuOjo7s2LEDKClq3NzcaNasGQcOHGD06NFMnjyZ06dP89dff9GjR8VLf4SFhXH69GltsRkVFUX37t3p2bNnmcKpY8eO92xl+uCDD+jfvz/Hjx9n+PDhbNy4kSFDhjB69GhiY2OZPXs28+fPZ+rUqff9vj0IIysr6r/9Nj5rVmP7yCO13tVT4BtEWqpMelldMjNqvwg1MTcv6Zb7ejYtQ8NR1dD/IRsbG2xsbFizZg35+fnVemwjIyPefPNNLl26xMGDB7Xbly9fTrNmzWjWrBlDhgxh3rx53OueocLCQubMmQOAaR2exV+IB6UzhdO5c+fQaDQ0b37/wZ9vvfUWYWFhNG7cmJ49ezJlyhRWrFhRap/CwkJmzZpFu3btCA4OZtSoUaWaqHv27MmQIUPw9/fH39+f2bNnk5OToy1KtmzZQlxcHIsWLaJ169b06NGDjz/+uEyW999/ny5dutCoUSP69u3L2LFjy2SpyCeffMJff/3F9u3byzyXnZ3Nl19+yc8//0xkZCQ+Pj4MGzaMIUOGMHv2bKCkcNq+fTtqtZpjx45hbGzM0KFDtYVNdHQ0ISEhACQkJGBtbU2fPn3w9vamTZs2jB49usJsXbt2xdTUtMyxgoODuXnzpnasRHR0tLabriLPPfccw4cPx8fHB29vb6ZOncq7777LCy+8gI+PDxEREUyZMkV7XTXF3M+Pht9+Q+PffsWmZ88aPdedbrbuU2vnMgS5mRY4NfSplXOZmJoR/Fh/Xv72J0KGDMfSxrZmz2diwvz581mwYAEODg507dqV//u//+PYsWOl9nvnnXe0Rdbtrzs/0FTk9vtrfHy8dtvcuXMZMmQIAL179yYrK6vc7rwuXbpgY2ODhYUFY8eOpVGjRjz99NMPfrFC1FE6Uzjd/oRTmU9yUVFRRERE4OHhga2tLc8//zw3btwgOztbu4+VlRW+vr7ax+7u7qSkpGgfp6Sk8Nprr9G0aVPs7e2xt7cnKytL278fFxeHl5cXDRv+MxdL585lB4CuWrWKbt264ebmho2NDRMmTKhwjMDdAgICeP7558ttyYqNjSUvL4+IiIhSb44LFy7UDs7u0aMHmZmZHD58mJiYGEJCQggLC9MWf3cWThEREXh7e+Pj48PQoUNZsmQJOTk5FWazsrKiQ4cO2jfjmJgYQkNDMTExoWvXrkRHR5OQkMDFixfpeZ8ipF27dqUeHzx4kMmTJ5e6rhEjRpCUlHTPTNXFwt8fzx++p9HKlVj36F7j50sy9q7xcxgaa6eAGj2+sYkJrSMf56Vv5xD2wgisHRxr9Hx3euKJJ7h69Sp//PEHkZGRREdHExwcXKoL7e233+bIkSOlvjp27HjfY9/9Pnv69Gn27dvHM8+UzMJvYmLCoEGD+Pnnn8u8dvny5Rw+fJg//vgDPz8/fvrpJ+rVq1cNVyxE3aIziz81adIElUpFXFwcAwYMqHC/S5cu8dhjj/Haa68xZcoU6tWrx44dO3jppZdKjS26uwlZpVKVan4eNmwY169f5+uvv8bb2xtzc3M6d+5MQUEBQLlN1XcXdXv27OGZZ57hww8/JDIyEnt7e5YtW1Zq3NH9fPjhhzRt2rTMFAdqtRqA9evX4+FRumvC3NwcAHt7e1q3bk10dDS7du2iZ8+edO/enSNHjnD27FnOnDlD6P/uLLO1teXQoUNER0ezadMmJk6cyKRJk9i/f3+pbtA7hYWFsXz5ck6ePElubi7BwcEAhISEEBUVhZmZGRYWFnTq1Ome13h316tarebDDz9k4MCBZfa1qMVpBCwDW+L144/kHD5M6nffkb1rd7Wfo9CrGakp0k1X3bJvetbIcY2MTWgZGk7HgYOwc1ZulncLCwsiIiKIiIhg4sSJvPzyy3zwwQfau26dnZ3x8/Or8nHj4uIAaPy/tR7nzp1LUVFRqfcYjUaDqakp6enpODr+UzB6enrSpEkTmjRpgo2NDU888QSxsbG4uro+xJUKUffoTItTvXr1iIyM5Pvvvy/VcnRbRkYGAAcOHKCoqIjp06fTqVMnmjZtytWrV6t8vu3btzN69Ggee+wxWrRogbm5OampqdrnAwICSEhIKHXs27cD37Zz5068vb3573//S7t27WjSpEmZKQbux9PTk1GjRvF///d/pQZsBgQEYG5uTkJCAn5+fqW+PD3/+aURGhpKVFQU27ZtIzQ0FAcHBwICAvjoo49wdXXF3/+fgbQmJiaEh4czbdo0jh07Rnx8PH///XeF2cLCwjh79iy//PIL3bp1w9i4ZFX3kJAQoqOjiY6OpnPnzlUudoKDgzl9+nSZ6/Lz88NIgZmhrdq0wevnn/FevAirDh2q9dg32/av1uOJEtk3LXF096q24xkZG9MiNJzhX88i4pVRihZN5QkICCj3fbEq1Go13377LY0bN6ZNmzYUFRWxcOFCpk+fXqrl6ujRo3h7e7NkyZIKjxUSEkLLli1rbFyiELpMZ1qcoOSury5dutChQwcmT55MUFAQRUVFbN68mZkzZxIXF4evry9FRUV899139O3bl507dzJr1qwqn8vPz49FixbRrl07bt26xdtvv42lpaX2+fDwcJo1a8bzzz/P9OnTuXXrFv/973/LHCMhIYFly5bRvn171q9fz+rVq6uc5b333mPOnDlcvHiRQYMGASUtROPGjWPMmDGo1Wq6devGrVu32LVrFzY2NrzwwgtASeH0zTffUK9ePQICArTbvvvuu1ItOuvWrePChQv06NEDR0dHNmzYgFqtplmzitf/6tKlC+bm5nz33Xelrr19+/bcvHmTX3/9lbfffrvK1ztx4kT69OmDp6cnTz31FEZGRhw7dozjx49r77pTglW7dngvXED2nj3cmPsz2Tt2wENOrJ9s5gMU33c/UXW2Li1IT6pct3hFTMzN8e8aQvv+T+Lo1qCakj24Gzdu8NRTTzF8+HCCgoKwtbXlwIEDTJs2jf79/ynCMzMzSU5OLvVaKysr7OzsSh0rOTmZnJwcTpw4wddff82+fftYv349xsbGrFmzhvT0dF566SXs7UsvQvzkk08yd+5cRo0aVWHWsWPH8tRTTzF+/PgyreJC6DOdaXGCkubjQ4cOERYWxtixY2nZsiURERFs3bqVmTNnAtC6dWu+/PJLPvvsM1q2bMmSJUv45JNPqnyun3/+mfT0dNq0acPQoUMZPXp0qSZnIyMjVq9eTX5+Ph06dODll18u8+mqf//+jBkzhlGjRtG6dWt27drFhAkTqpylXr16vPPOO+Tl5ZXaPmXKFCZOnMgnn3yCv78/kZGRrF27VtvMDmjvjAsJCdF2JYaEhFBcXKwd3wQldyX+9ttv9OzZE39/f2bNmsXSpUtp0aJFhblud8NlZmZqu/ygpBu0c+fOZGZm3ndgeHkiIyNZt24dmzdvpn379nTq1Ikvv/wSb2/dGAtk3akTXnN+xHfjX9QbPhxj+wdb2b7YvTEpKVI01ZSc7Af//+Lo7kHo8yN4deYCHnl1tE4UTVByV13Hjh356quv6NGjBy1btmTChAmMGDGCGTNmaPebOHEi7u7upb7uvrM4PDwcd3d3AgMDeffdd/H39+fYsWPan9m5c+cSHh5epmiCknFWR44cKTNFy5369OlDo0aNpNVJGBxZq06I+1Dn53Nr/QbSly4l7x7zbt0trf8Yjtys+jgUUXnmZsu4ea1yXfUqIyN823ak9SOP4xXYqsamFBBC6DcpnISogtzjJ0hfupRbGzaguauF8G5xz84kKUldS8kMk2vDkyQc33jPfawdHAnsFUlQr97YOjnXUjIhhL6SwkmIB1B88yYZv60mY9kyCsq5IaDY2YNtQf+HRuqmGmXnnEnK2TnlPtcwoCWtH3kcv/adMVZw1nghhH6RwkmIh5R7/Di3NvzJrb/+ouh/M62n9xnF4SzllgYxJKbGS8hMvQaAa2NfmnXuTrPO3bF3ra9wMiGEPpLCSYhqotFoyD18hFt//slh025cuCDzN9WGxoFXqeduSrMu3XVmkLcQQn9J4SREDdBoNKTEZ3Lx6HUuHksl7erDzcEj/qEyUuHua49Paxcat3LGztny/i8SQohqIoWTELUgIyWHi0dTSTydTtL5mxTkSmtUVdg4muPu54BXQD0aBTpjYSOLywohlCGFkxC1TKPWkJqYRdK5DK6ezeDquZvk3ipQOpZOcahvRQM/e9ybONDAz0FalYQQOkMKJyF0QMa1HK7+r5BKOpfBrdR7T3WgT1QqcGpoQwM/B9z9HGjQxAErOzOlYwkhRLmkcBJCB2Wl55FyKZP05GwyknNIS84hIzmbgry6PRO5lZ0Zju5WONa3LvnTzRrXRnaYW8p0AUKIukEKJyHqkOyMfNKTs0lPziE9KZv0ayV/Zt/Una4+lZEKO2cLHN2scXSzuuNPK8ytZGySEKJuk8JJCD1QmF9MbmYBuVmF5GUVkptV8L8/Sx7fva0wrxiNWoNao4EK3gFUqpIiyMhIhZmVCZY2pljYmGJpY4aF9u/lPLY1w9hEp5bBFEKIaiOFkxAGTqPRoFZr0Kg1qFChMiopmGQtNyGEKEsKJyGEEEKISpL2dCGEEEKISpLCSQghhBCikqRwEkIIIYSoJCmchBBCCCEqSQonIYQQQohKksJJCCGEEKKSpHASQlSr+fPn4+DgoHQMIYSoEVI4CSHKdfnyZV566SUaNGiAmZkZ3t7evPnmm9y4cUO7T6NGjfj666+VCymEELVMCichRBkXLlygXbt2nDlzhqVLl3Lu3DlmzZrF1q1b6dy5M2lpabWeqbCwsNbPKYQQd5PCSQhRxuuvv46ZmRmbNm0iJCQELy8vHn30UbZs2UJiYiL//e9/CQ0N5dKlS4wZMwaVquwSLRs3bsTf3x8bGxt69+5NUlJSqefnzZuHv78/FhYWNG/enB9++EH7XHx8PCqVihUrVhAaGoqFhQWLFy+ulWsXQoh7kcJJCFFKWloaGzduZOTIkVhaWpZ6zs3NjcGDB7N8+XJ+/fVXGjZsyOTJk0lKSipVGOXk5PDFF1+waNEitm3bRkJCAuPGjdM+P2fOHP773/8ydepU4uLi+Pjjj5kwYQILFiwodb533nmH0aNHExcXR2RkZM1euBBCVIKJ0gGEELrl7NmzaDQa/P39y33e39+f9PR0iouLMTY2xtbWFjc3t1L7FBYWMmvWLHx9fQEYNWoUkydP1j4/ZcoUpk+fzsCBAwFo3LgxsbGxzJ49mxdeeEG731tvvaXdRwghdIEUTkKIKrm9LvjdXXN3srKy0hZNAO7u7qSkpABw/fp17cDzESNGaPcpKirC3t6+1HHatWtXndGFEOKhSeEkhCjFz88PlUpFbGwsAwYMKPP8qVOncHR0xNnZucJjmJqalnqsUqm0BZdarQZKuus6duxYaj9jY+NSj62trR/kEoQQosbIGCchRClOTk5ERETwww8/kJubW+q55ORklixZwqBBg1CpVJiZmVFcXFyl49evXx8PDw8uXLiAn59fqa/GjRtX56UIIUS1k8JJCFHGjBkzyM/PJzIykm3btnH58mX++usvIiIi8PDwYOrUqUDJPE7btm0jMTGR1NTUSh9/0qRJfPLJJ3zzzTecOXOG48ePM2/ePL788suauiQhhKgWUjgJIcpo0qQJBw4cwNfXl0GDBuHr68srr7xCWFgYu3fvpl69egBMnjyZ+Ph4fH19cXFxqfTxX375ZX766Sfmz59PYGAgISEhzJ8/X1qchBA6T6W5PfBACCGEEELck7Q4CSGEEEJUkhROQgghhBCVJIWTEEIIIUQlSeEkhBBCCFFJUjgJIYQQQlSSFE5CCCGEEJUkhZMQQgghRCVJ4SSEEEIIUUlSOAkhhBBCVJIUTkIIIYQQlSSFkxBCCCFEJUnhJIQQQghRSVI4CSGEEEJUkhROQgghhBCVJIWTEEIIIUQlSeEkhBBCCFFJUjgJIYQQQlSSFE5CCCGEEJUkhZMQQgghRCVJ4SSEEEIIUUlSOAkhhBBCVJIUTkIIIYQQlSSFkxBCCCFEJUnhJIQQQghRSVI4CSGEEEJUkhROQgghhBCVJIWTEEIIIUQl/T83PLW5G5UlCQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plt.subplots(figsize=(18, 6))\n",
    "data.sort_values(ascending=False).plot(kind=\"pie\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "448ce54c-42c4-494d-9e79-2092bd4e7010",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.plot()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "03ce43a6-39d6-459e-86bc-537eb4e1f90b",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
